"Edit with the Docs app
Make tweaks, leave comments, and share with others to edit at the same time.
NO THANKSUSE THE APP
Quantum Computation and Biology Inquiry
Quantum Computation: Principles, Applications, and Interpretations
Introduction: Unveiling the Quantum Realm
Quantum computation represents a paradigm shift in the field of information processing, offering a radical departure from the limitations inherent in classical computing architectures.1 By harnessing the fundamental principles of quantum mechanics, such as superposition and entanglement, quantum computers hold the promise of tackling computational problems that are currently intractable for even the most powerful supercomputers.2 This report aims to provide a comprehensive exploration of quantum computation, encompassing its foundational concepts, its distinction from classical approaches, and its transformative potential across diverse scientific and technological domains. We will delve into the intricacies of quantum phenomena that underpin this technology, including the enigmatic quantum measurement problem and the various interpretations that seek to explain it. Furthermore, the report will examine the burgeoning field of quantum effects in biological systems, the ongoing advancements and challenges in quantum hardware development, and the profound philosophical implications that arise from our journey into the quantum realm. By addressing these multifaceted aspects, we seek to provide a detailed and insightful overview of the current state and future trajectory of quantum computation.
The Foundations of Quantum Computation
Quantum Superposition: Exploring Multiple Computational Paths Simultaneously
Classical computers, the workhorses of modern technology, operate using bits, which can exist in one of two definite states: 0 or 1.2 Information processing in these systems is inherently sequential, meaning that computations are performed step by step, one after the other. This is analogous to navigating a maze by trying each path individually until the exit is found.1 If a particular path leads to a dead end, the computer must backtrack and try another, making the process potentially very time-consuming for complex problems with a vast number of possibilities.5
In stark contrast, quantum computers utilize quantum bits, or qubits, as their fundamental unit of information.1 Unlike classical bits, qubits can leverage the principle of superposition to exist in multiple states simultaneously.1 This means a qubit can be in a state of 0, a state of 1, or a probabilistic combination of both at the same time.1 This unique ability allows a single qubit to hold significantly more information than a classical bit, expanding the possibilities for computation.2
The phenomenon of superposition empowers quantum computers to explore multiple computational paths in parallel.1 Using the maze analogy again, a quantum computer can explore all possible routes within the maze concurrently, rather than one at a time.3 This parallel exploration dramatically accelerates the problem-solving process for certain types of complex tasks.1
Mathematically, the quantum state of a qubit (|ψ⟩) is represented as a linear combination of the two basis states, |0⟩ and |1⟩: |ψ⟩ = α|0⟩ + β|1⟩.19 Here, α and β are complex numbers known as probability amplitudes. These amplitudes determine the likelihood of the qubit being measured in the |0⟩ or |1⟩ state, respectively.19 The square of the magnitude of these amplitudes, |α|² and |β|², corresponds to the probability of each measurement outcome, and due to the normalization requirement, |α|² + |β|² must equal 1.25
Insight 1: The fundamental distinction between quantum and classical computation lies in the qubit's ability to exist in a superposition of states, enabling an inherently parallel computational approach that starkly contrasts with the sequential nature of classical binary logic.1 This parallelism provides quantum computers with the potential to tackle certain complex problems with significantly greater speed and efficiency compared to classical computers by exploring an exponentially larger solution space concurrently.2
* Reasoning: Each qubit in a state of superposition effectively doubles the computational space accessible to the quantum computer compared to a classical bit. In a system with n qubits, the quantum computer can represent and manipulate 2<sup>n</sup> states simultaneously.2 This exponential scaling allows for the parallel evaluation of a vast number of possibilities, a capability that grows exponentially with the number of qubits.
Qubits vs. Classical Bits: Fundamental Differences in Information Processing
Classical bits are the foundational units of information in classical computers, each bit representing a definite value of either 0 or 1.2
In contrast, qubits, by virtue of superposition, possess a probabilistic nature before any measurement is performed, existing in what can be described as a "quantum probability landscape".10 Unlike the discrete 0 or 1 of a classical bit, a qubit in superposition can represent a continuous spectrum of values between 0 and 1, albeit within the constraints imposed by quantum mechanics.10
Classical computers execute computations using classical logic gates such as AND, OR, and NOT, which operate based on the principles of Boolean algebra.4 These operations are deterministic, meaning a specific input will always yield the same output.
Quantum computers, however, employ quantum gates like Hadamard, CNOT, and Pauli gates, which manipulate the quantum states of qubits using quantum mechanical principles, including superposition and entanglement.25 These quantum gates are mathematically represented by unitary matrices that act on the state vectors of the qubits.36
Insight 2: The probabilistic nature of qubits and the unique operations performed by quantum gates enable computational strategies that have no direct classical counterparts.2 While classical computers can, in theory, simulate any computation that a quantum computer can perform, the computational resources required for such simulations often grow exponentially for certain types of problems, rendering them impractical.33 A key difference lies in the phenomenon of quantum interference, where different computational paths associated with the superposed states of qubits can constructively or destructively interfere with each other. This interference is a fundamental aspect of quantum algorithms like Shor's algorithm (for factorization) and Grover's algorithm (for search), allowing for potential speedups that are impossible to achieve with classical methods.2
* Reasoning: The ability to manipulate the complex probability amplitudes of qubits allows for quantum interference. By carefully designing sequences of quantum gates in an algorithm, the amplitudes corresponding to incorrect solutions can be made to destructively interfere, effectively canceling them out, while the amplitudes corresponding to the correct solutions constructively interfere, enhancing their probability of being measured.2 This controlled manipulation of probabilities through interference is the core mechanism behind the computational advantages offered by quantum computers for specific problem classes.
Quantum Gates and Circuits: Manipulating Quantum States
Quantum gates are the fundamental building blocks of quantum circuits, analogous to the logic gates (like AND, OR, NOT) in classical computers.25 These gates operate on one or more qubits to manipulate their quantum states.25 Single-qubit gates act on individual qubits to change their state. Examples include the Pauli-X gate, which acts as a quantum NOT, flipping the qubit's state; the Pauli-Y and Pauli-Z gates, which perform phase flips; and the Hadamard gate, which creates a superposition by putting a qubit into an equal combination of |0⟩ and |1⟩.38 Multi-qubit gates operate on two or more qubits, and a crucial example is the Controlled-NOT (CNOT) gate, which flips the state of a target qubit based on the state of a control qubit. CNOT gates are essential for creating entanglement between qubits.25
Quantum circuits are formed by arranging these quantum gates in a specific sequence.25 A quantum algorithm is implemented by designing a circuit that starts with initializing the qubits to a known state (often the |0⟩ state), then applies a series of quantum gates to manipulate these qubits, and finally performs a measurement on the qubits to obtain the result of the computation.25
Insight 3: The design and arrangement of quantum gates within a quantum circuit are critical for implementing specific quantum algorithms.25 The sequence of gates is carefully chosen to manipulate the probability amplitudes of the qubits in a way that leverages the principles of superposition and interference to solve a particular problem efficiently. For instance, the Hadamard gate is frequently used at the beginning of quantum algorithms to create an initial superposition of all possible input states 37, while multi-qubit gates like CNOT are essential for generating entanglement, another key resource in quantum computation.37 For a quantum computer to be truly versatile, it needs to have a universal set of quantum gates, which is a small set of gates (such as the Hadamard gate, the T gate, and the CNOT gate) that can be combined to approximate any arbitrary quantum operation with a desired level of accuracy.37
* Reasoning: Similar to how any classical computation can be constructed from a universal set of classical logic gates (e.g., NAND or NOR), a universal set of quantum gates allows for the implementation of any quantum algorithm. By combining these fundamental quantum gates in various sequences, complex quantum computations can be built to address a wide range of computational problems.
Quantum Parallelism: Harnessing Superposition for Computational Power
Quantum parallelism is a computational technique unique to quantum computers that arises directly from the principle of superposition.13 It allows a quantum computer to perform operations on a vast number of possible input states simultaneously.13 If a quantum system, consisting of multiple qubits, is prepared in a superposition of many different states, applying a single quantum operation (a sequence of quantum gates) to this system effectively acts on all those superposed states at once.13
This inherent parallelism scales exponentially with the number of qubits.2 For instance, a quantum register of n qubits in a superposition can represent 2<sup>n</sup> different states simultaneously, and a quantum algorithm can operate on all of them in parallel.10 This massive parallelism is the source of the potential exponential speedups that quantum computers offer for certain types of problems, such as factoring large numbers (Shor's algorithm) or searching unsorted databases (Grover's algorithm).3
Insight 4: Quantum parallelism, enabled by the fundamental principle of superposition, is a defining characteristic that distinguishes quantum computers from their classical counterparts.13 It allows quantum computers to explore and evaluate a multitude of possibilities concurrently, offering a significant advantage for tackling problems with inherent exponential complexity that are intractable for classical methods.13 However, it is crucial to note that simply preparing a superposition and performing parallel computations is not enough to guarantee a useful result. Extracting the desired answer from this superposition requires carefully crafted quantum algorithms that utilize the phenomenon of quantum interference. These algorithms are designed to ensure that the probability of measuring the correct outcome is amplified through constructive interference, while the probabilities of incorrect outcomes are suppressed through destructive interference.2 The final measurement of the qubits collapses the superposition to a single state, and the success of the algorithm depends on the high probability of this state being the solution to the problem.2
Bridging the Abstract: Analogies for Quantum Concepts
Clear and Accurate Analogies for Quantum Superposition
Quantum superposition, the ability of a quantum system to exist in multiple states simultaneously, is a concept that often defies classical intuition. To aid understanding, several analogies can be employed:
Spinning Coin: Perhaps the most common analogy is that of a coin spinning in the air.10 While spinning, the coin is neither definitively heads nor tails; it exists in a state that is a combination of both possibilities. Only when it lands (is observed or measured) does it resolve into one specific outcome. Similarly, a qubit can be in a superposition of |0⟩ and |1⟩ until a measurement forces it into one of these definite states.
Overlapping Waves: Another helpful analogy is that of overlapping waves on a pond.53 When multiple waves are generated, they spread out and interfere with each other, creating a complex pattern where the water's surface is simultaneously displaced in multiple ways. This is akin to a quantum particle's wave function, which can be a superposition of different states, like being in multiple locations at once.
Ladder Analogy: Imagine a person standing on a ladder.18 Classically, the person can only be on one rung at any given time. However, a quantum particle in superposition is like a person who can somehow be on the lowest rung and the highest rung simultaneously, or even on multiple rungs with different probabilities.
Musical Chord: A musical chord, consisting of several notes played together, can be used as an analogy for superposition.13 Just as a chord contains multiple frequencies at the same time, a qubit in superposition can embody multiple states concurrently. Furthermore, like sound waves, these superposed quantum states can interfere with each other.
Waving Streamer: Consider a star drawn on a waving streamer.55 While the streamer is being waved, the star's exact position is not fixed; it's constantly moving between different points. At any given moment, the star can be thought of as being in a superposition of all its possible locations along the wave.
Quantum Coin Flip: A quantum version of a classical coin flip can also illustrate superposition.56 Until it is measured, a quantum coin can be in a state that is simultaneously heads and tails, with a certain probability for each outcome.
Northwest Direction: The direction northwest can be considered a superposition of north and west.57 It's a single, well-defined direction, but it contains components of both north and west. Similarly, a qubit in superposition is a single quantum state that contains contributions from both the |0⟩ and |1⟩ basis states. Insight 5: These analogies serve as valuable tools for developing an intuitive understanding of superposition, a concept that is fundamentally different from our everyday experiences in the macroscopic world.58 They highlight that superposition is not merely a state of ignorance about the system's true state but rather an intrinsic property allowing quantum systems to exist in a combination of multiple states until the act of measurement forces a single outcome.2 However, it is crucial to remember that these are simplified classical analogies and may not fully capture the nuances of the mathematical formalism that precisely describes quantum superposition.57
Analogies to Explain the Quantum Measurement Process
The quantum measurement process, where a quantum system in a superposition collapses to a single definite state upon observation, is another aspect of quantum mechanics that can be challenging to grasp intuitively. Several analogies can help illuminate this process:
Coin Landing: Similar to superposition, the act of measurement can be likened to a spinning coin finally landing on either heads or tails.2 Before measurement, the qubit (or coin) exists in a probabilistic state, and the measurement forces it to resolve into one specific, classical outcome.
Schrödinger's Cat: The famous thought experiment of Schrödinger's cat provides a vivid analogy.10 The cat in the sealed box is in a superposition of being both alive and dead until the box is opened (a measurement is made), at which point the cat is found to be in only one of these states.
Looking at a Qubit: The act of "looking" at a qubit, or performing a measurement, immediately collapses its quantum state from a superposition of possibilities into a single, binary state of either 0 or 1.26
Heisenberg's Microscope: The act of measurement inevitably involves some interaction with the quantum system. This can be analogized to using a microscope to observe an electron.75 To "see" the electron, we need to bounce light off it, but this interaction imparts energy and changes the electron's momentum, illustrating how measurement disturbs the system.
Bag of Marbles: Imagine a quantum computer trying to find a red marble in a bag of blue marbles.77 A classical computer would check each marble one by one. A quantum computer, using superposition, can be thought of as "shaking" the bag in a way that allows it to identify the red marble much faster. The act of finding the red marble is akin to the measurement collapsing the superposition to reveal the desired outcome. Insight 6: These analogies aim to provide a more tangible way to understand the seemingly abrupt and non-deterministic nature of quantum measurement.2 The process forces the system to transition from a realm of multiple possibilities to a single, concrete reality, with the outcome governed by the probabilities inherent in the system's quantum state.28
Analog vs. Digital Quantum Computation
Principles of Analog Computation (Tuned Rheostats)
Analog computers operate by using continuous physical quantities, such as electrical voltage, current, or mechanical motion, to represent data and perform calculations.119 These systems process analog signals, which are signals that can fluctuate smoothly and continuously over a range of values, mirroring the continuous nature of the data they handle.109
A rheostat, a type of variable resistor, is a fundamental component in analog circuits used to control the flow of electricity.110 It achieves this by allowing the user to change the internal resistance of the circuit. Typically, a rheostat has two terminals connected to a resistive element and a movable slider or contact.110 By adjusting the position of this slider, the length of the path that the current must travel through the resistive element is altered, thus continuously varying the resistance in the circuit.110
In the context of analog computation, components like potentiometers, which are three-terminal variable resistors that can function as either voltage dividers or rheostats, can be precisely tuned to represent specific parameters within a mathematical model.106 The relative resistance of the potentiometer, which is controlled by the position of its wiper, can be made equivalent to a particular formula or variable in the equation that the analog computer is designed to solve.119
Historically, analog computers were extensively used for solving differential equations and for simulating complex physical systems across various fields, including engineering, physics, and control systems.107 These computers can perform mathematical operations on real numbers using non-deterministic logic, making them well-suited for modeling continuous processes.124
Insight 7: Analog computation operates based on the principle of analogy, where there is a direct and systematic relationship between the physical processes occurring within the computer and the processes in the real-world system that the computer is intended to model or simulate.129 Tuned rheostats and potentiometers serve as crucial elements in these analog systems, enabling the representation and manipulation of continuous variables. This allows for a direct physical simulation of systems that are often described by differential equations, where the continuous adjustment of resistance corresponds to the continuous variation of parameters in the model.107
Comparison and Contrast with Digital and Quantum Computation
Digital computers, in contrast to analog systems, represent information using discrete binary values—0s and 1s—and perform computations through a sequence of logical operations.109 They excel at tasks requiring high precision, accurate data manipulation, and complex logical operations.124
Analog computers, while capable of processing complex simulations in real-time due to their continuous data flow, are generally less versatile and have limitations in accuracy compared to digital computers.117 They are also typically less programmable, requiring physical reconfiguration to solve different types of problems.117
Quantum computers introduce a fundamentally different approach by utilizing qubits, which can exist in superpositions, and by leveraging quantum phenomena like entanglement for computation.129 This allows them to potentially achieve exponential speedups over both classical analog and digital computers for specific classes of problems.2
While analog and quantum computers share the characteristic of being able to handle continuous data and may both require specialized hardware for effective operation 127, they differ in their underlying principles. Analog computers rely on physical components and their continuous properties, whereas quantum computers harness quantum effects to manipulate qubits.128
Insight 8: Although analog computers were crucial for solving certain types of complex problems before the digital era, digital computers have largely become the dominant form of computation due to their greater versatility, accuracy, and ease of programming.117 Quantum computing represents a fundamentally new paradigm that has the potential to surpass the capabilities of both classical analog and digital computers for a specific but important set of computational tasks by exploiting the unique resources of superposition and entanglement.2
Optimal Applications for Analog Versus Digital Quantum Computing Approaches
Analog quantum computing, often also referred to as quantum simulation, is particularly well-suited for applications that involve directly mimicking the behavior of complex quantum systems found in nature.128 This includes simulating phenomena in fields like quantum chemistry, condensed matter physics, and materials science, where the underlying physics is inherently quantum mechanical.128 Analog quantum computers can also be very effective for tackling specific types of optimization problems, particularly those that can be naturally encoded into the physical system of the quantum computer, such as finding the minimum energy state of a system.128
Digital quantum computing, which relies on the use of discrete quantum gates and circuits, is more versatile and is generally considered optimal for tasks that require high precision, robust error correction, and programmability for a wide range of algorithms.128 Many of the most well-known quantum algorithms, including Shor's algorithm for breaking encryption and Grover's algorithm for database searching, are designed for implementation on digital quantum computers.128
Emerging hybrid approaches that combine the strengths of both analog and digital quantum computing (DAQC) are also showing promise for achieving quantum advantage in the near term.130
Insight 9: The optimal choice between analog and digital quantum computing often hinges on the specific nature of the problem being addressed and the current capabilities of the available quantum hardware.128 Analog approaches might offer a more natural and efficient route for certain types of simulations, especially in the noisy intermediate-scale quantum (NISQ) era, due to their potentially lower susceptibility to errors.128 In contrast, digital approaches provide greater flexibility and the potential for implementing sophisticated error correction techniques, making them more suitable for a broader range of algorithmic tasks and for achieving fault-tolerant quantum computation in the future.128
The Quantum Measurement Problem and Its Interpretations
The Physical Nature of the Quantum Measurement Process and Wave Function Collapse
Quantum measurement is a fundamental process in quantum mechanics through which classical information is extracted from a quantum system.2 A key feature of this process is the apparent collapse of the system's wavefunction. Before measurement, a quantum system can exist in a superposition of multiple states. However, upon measurement, the system is found to be in only one of these states, with a probability determined by the Born rule.78 The physical mechanism behind this wave function collapse is not entirely understood and remains a central topic of debate in quantum mechanics.73
Insight 10: The transition from a quantum superposition to a single, definite outcome during measurement is a puzzling aspect of quantum mechanics. While the mathematical formalism describes the probabilities of different outcomes, the physical process that leads to the selection of one specific outcome is not fully explained by the standard theory.73 This issue, known as the measurement problem, has led to various interpretations of quantum mechanics.
The Debate on the Reality of the Wave Function (Ontic vs. Epistemic)
The wave function (Ψ), a central mathematical object in quantum mechanics, can be interpreted in two fundamentally different ways: as an ontic entity or as an epistemic entity.2
The ontic view posits that the wave function is a real, physical entity that exists in the world, independent of observers.97 Interpretations like the Many-Worlds interpretation and Bohmian mechanics subscribe to this view, considering the wave function to be a fundamental aspect of reality that evolves deterministically according to laws like Schrödinger's equation.97
Conversely, the epistemic view interprets the wave function not as a physical entity but as a representation of an observer's knowledge, beliefs, or information about a quantum system.80 Quantum Bayesianism (QBism) and certain interpretations of the Copenhagen interpretation fall under this category.80 In these views, the collapse of the wave function is often seen not as a physical event but as an update of the observer's knowledge about the system upon measurement.
Insight 11: The interpretation of the wave function's nature has significant ramifications for our understanding of quantum phenomena like measurement and non-locality.75 The ongoing debate underscores the profound philosophical challenges posed by quantum mechanics and our quest to understand the fundamental nature of reality.
Superposition: Literal Multiplicity or Mathematical Uncertainty?
Quantum superposition, where a quantum system exists in a combination of multiple states, can be interpreted in different ways.2
From one perspective, superposition represents a genuine physical multiplicity, where a particle or system is literally in several states or locations at the same time.2 This is exemplified by the double-slit experiment, where a particle seems to pass through both slits simultaneously.10
Another view interprets superposition as a mathematical reflection of our uncertainty or lack of complete knowledge about the system's underlying state.19 In this epistemic view, the probabilities associated with superposition reflect the likelihood of finding the system in a particular state upon measurement.
Insight 12: The question of whether superposition is a literal physical multiplicity or a manifestation of mathematical uncertainty remains unresolved and is a topic of ongoing debate within the foundations of quantum mechanics.69 While experimental evidence clearly demonstrates the existence of superpositions and their predictable behavior, the fundamental nature of this phenomenon continues to be explored and interpreted through various theoretical frameworks.69
Wave Function Collapse: Real Physical Event or Artifact of Updating Observer Information?
Wave function collapse, the seemingly instantaneous reduction of a quantum system from a superposition of states to a single definite state upon measurement, is a central mystery in quantum mechanics.2
One perspective, often associated with the Copenhagen interpretation, views collapse as a real physical event that occurs due to the act of measurement or observation.80 Some even suggest that consciousness plays a role in triggering this collapse.344
However, other interpretations propose that wave function collapse is not a physical process that happens to the system itself. Instead, it might be an artifact of our description or knowledge of the system being updated upon measurement.80 For example, in QBism, the wave function is seen as representing an observer's personal beliefs, and collapse is simply the agent updating these beliefs based on the outcome of a measurement.80
Insight 13: The question of whether wave function collapse is a real physical event or merely a consequence of updating observer information remains a fundamental point of divergence among different interpretations of quantum mechanics.80 The answer to this question has profound implications for our understanding of the nature of measurement, the role of the observer, and the fundamental ontology of the quantum world.
The Transition from Quantum Superposition to Definite Classical States
The transition of a quantum system from a state of superposition to a definite classical state is a complex process, and quantum decoherence is widely considered to be a key mechanism in this transition.79
Quantum decoherence arises from the inevitable interaction of a quantum system with its surrounding environment.79 This interaction leads to the entanglement of the system with the many degrees of freedom in the environment, causing the quantum coherence, which is responsible for superposition and interference effects, to be lost or suppressed.79
While decoherence explains why we observe classical-like behavior at the macroscopic level by suppressing quantum interference, it does not, by itself, fully resolve the measurement problem, specifically why a single, definite outcome is observed instead of a mixture of possibilities.79 Decoherence leads to what is often described as a statistical mixture of states, resembling classical probabilities, but the actual selection of one outcome remains unexplained within the framework of decoherence alone.229
Insight 14: The environment plays a critical role in the apparent transition from the quantum to the classical realm through the process of decoherence.79 By causing the system to become entangled with the environment, decoherence effectively destroys the delicate quantum coherence that allows for superpositions, leading to the emergence of classical behavior governed by probabilities. However, the complete transition to a single, definite classical state upon measurement is still a subject of ongoing investigation and interpretation.229
Can Experiments Be Designed to Definitively Distinguish Between Different Quantum Interpretations?
Designing experiments that can definitively distinguish between the various interpretations of quantum mechanics is a formidable challenge, primarily because many of these interpretations are constructed to yield the same predictions for the outcomes of quantum experiments.90 This empirical equivalence makes it difficult to favor one interpretation over another based solely on experimental results.
However, there are ongoing efforts to devise experiments that might probe the subtle differences between some interpretations. For instance, researchers are exploring experiments to test objective collapse theories, which propose modifications to standard quantum mechanics that would lead to the spontaneous collapse of the wave function, potentially observable at the mesoscopic or macroscopic scale.84 These experiments often involve searching for deviations from the predictions of standard quantum mechanics in systems involving larger masses or longer coherence times.84
Distinguishing between interpretations like the Many-Worlds interpretation (MWI) and the Copenhagen interpretation poses a particular challenge, as they often lead to identical predictions for experimental outcomes.103 The key differences lie in their ontological commitments—MWI posits the existence of parallel universes, while the Copenhagen interpretation involves wave function collapse upon measurement—which are not directly accessible through current experimental techniques.103
Experiments have been proposed that might differentiate Bohmian mechanics, a hidden-variable theory, from standard quantum mechanics by focusing on the predicted trajectories of individual particles, particularly in experiments like the double-slit experiment or interferometry.388 However, the feasibility and interpretation of these experiments remain subjects of debate.388
Quantum Bayesianism (QBism), which emphasizes the subjective nature of quantum states, presents unique challenges for experimental verification in the conventional sense, as its focus is on an agent's beliefs and experiences.246
Insight 15: While achieving definitive experimental distinctions between all interpretations of quantum mechanics remains an open question, researchers continue to explore potential avenues, particularly for interpretations that propose modifications to the standard quantum formalism, such as objective collapse theories and Bohmian mechanics.84 Distinguishing between interpretations that adhere to the standard mathematical framework but differ in their philosophical implications remains a significant challenge for the foundations of physics.103
What is the Origin and Fundamental Justification for the Born Rule Governing Quantum Probabilities?
The Born rule is a fundamental postulate of quantum mechanics that provides the crucial link between the mathematical description of a quantum system (its wave function) and the probabilities of obtaining specific outcomes when a measurement is performed on that system.78 Formulated by Max Born in 1926, it states that the probability of measuring a quantum system in a particular eigenstate is proportional to the square of the amplitude of the wave function in that eigenstate.207
Born's initial proposal was inspired by Einstein's probabilistic interpretation of the photoelectric effect, where the intensity of light (proportional to the square of the amplitude of the electromagnetic wave) is related to the probability of finding photons.207 Born applied a similar idea to the wave function of matter, suggesting that the square of the wave function's amplitude gives the probability density of finding a particle at a particular location.207
While the Born rule is a cornerstone of quantum mechanics and has been remarkably successful in predicting experimental outcomes, its fundamental justification has been a subject of much debate.209 It was initially introduced as a postulate, a fundamental assumption of the theory.207 However, many physicists have sought to derive it from more basic principles.207
One notable attempt is Gleason's theorem, which shows that any probability measure on the subspaces of a Hilbert space (the mathematical space in which quantum states reside) must have the form of the Born rule, given certain assumptions about the structure of quantum measurements.208 Other approaches to justifying the Born rule have been explored within the context of different interpretations of quantum mechanics, such as the Many-Worlds interpretation and Quantum Bayesianism (QBism).208 These derivations often rely on additional assumptions or principles, and a universally accepted derivation of the Born rule from first principles remains an open question.207
Insight 16: The Born rule, while experimentally validated and essential for connecting quantum theory with observations, has a somewhat mysterious origin and lacks a universally agreed-upon fundamental justification.207 It was initially proposed based on intuition and analogy with classical wave phenomena but has since been the subject of numerous attempts at derivation from more fundamental axioms or principles of probability and quantum mechanics.207 The ongoing quest for a deeper understanding of the Born rule highlights the foundational challenges in interpreting the probabilistic nature of quantum mechanics.
Does Entanglement Imply Non-Local Influence, or Does It Point to the Failure of Classical Assumptions Like Realism or Contextuality?
Quantum entanglement is a peculiar phenomenon where two or more quantum particles become linked together in such a way that their quantum states are correlated, regardless of the distance separating them.2 When a measurement is performed on one particle of an entangled pair, the state of the other particle is instantaneously determined, regardless of the distance between them. This apparent instantaneous correlation has led to the question of whether entanglement implies a non-local influence, where one particle somehow affects the other faster than the speed of light.80
Einstein famously called this "spooky action at a distance" and was skeptical of its implications for locality, a principle stating that an object is only directly influenced by its immediate surroundings and that information cannot travel faster than light.224
Bell's theorem and subsequent experiments have shown that the correlations observed in entangled systems cannot be explained by local hidden variable theories, which assume that particles have pre-determined properties independent of measurement and that interactions are local.225 This violation of Bell's inequality suggests that either locality or realism (the assumption that particles have definite properties before measurement) must be abandoned.
Some interpretations, like Bohmian mechanics, maintain realism but at the cost of non-locality, proposing that particles are guided by a non-local wave function.90 Others, like the Copenhagen interpretation, lean towards non-realism, suggesting that particles do not have definite properties until measured.80
The concept of contextuality, where the outcome of a quantum measurement depends on the context of other measurements being performed simultaneously, also plays a role in understanding entanglement.445 Entanglement can be seen as a manifestation of quantum contextuality.445
Insight 17: The phenomenon of quantum entanglement challenges our classical assumptions about locality and realism.224 The violation of Bell's inequality indicates that we must either accept some form of non-local influence or revise our understanding of realism, suggesting that the interconnectedness of entangled particles might point to a failure of classical assumptions about the independent and local nature of reality.224
Exploring Quantum Effects in Biological Systems
Maintaining Quantum Coherence in the Warm, Wet Cellular Environment (Microtubules, Ordered Water, Protein Structures)
A significant challenge for the existence of quantum effects in biological systems is the "warm, wet, and noisy" cellular environment, which is generally thought to disrupt the delicate quantum coherence required for phenomena like superposition and entanglement.2 Nevertheless, evidence suggests that specific biological structures might employ mechanisms to maintain coherence despite these challenges.272
One prominent hypothesis focuses on microtubules, which are cylindrical protein lattices found within neurons and other cells.2 The Orch-OR theory proposed by Penrose and Hameroff suggests that quantum coherence can be maintained in microtubules due to their lattice structure, subunit states, and intermittent isolation from environmental interactions.2 Ordered water associated with biological structures, particularly microtubules, is also proposed to play a role in maintaining coherence.283 The coherent state of water near biological interfaces might facilitate information transfer and influence biological activity.284 Additionally, protein structures themselves might actively participate in maintaining quantum coherence. Vibrations within proteins could resonate with quantum excitations, helping them to persist longer than expected in a noisy environment.293
Insight 18: Biological systems may have evolved sophisticated mechanisms at the structural level to protect and sustain quantum coherence in the face of thermal and environmental noise.272 The specific roles of microtubules, ordered water, and protein dynamics are areas of active research in the field of quantum biology.
Translation of Quantum Events into Functional Classical Signals in Biological Systems
If quantum events occur within biological systems, a crucial question is how these microscopic quantum phenomena can translate into macroscopic, functional classical signals that drive biological processes.80
In the context of microtubules, the Orch-OR theory suggests that quantum computations within these structures can reach a threshold for objective reduction (a form of wave function collapse), which then selects specific microtubule states that can trigger the firing of axons in neurons, thus influencing behavior.2
In cryptochromes, proteins involved in magnetoreception in birds and plants, light-induced quantum entanglement of radical pairs is thought to affect the protein's reactivity, potentially influencing photoreceptor responses that can be perceived by the organism [2
Works cited
Beginner's Guide to Quantum Computing for Dummies - RisingWave, accessed April 29, 2025, https://risingwave.com/blog/beginners-guide-to-quantum-computing-for-dummies/
What Is Quantum Computing? | IBM, accessed April 29, 2025, https://www.ibm.com/think/topics/quantum-computing
What Is Quantum Computing? Full Beginner Guide 2025, accessed April 29, 2025, https://www.spinquanta.com/news-detail/what-is-quantum-computing-and-how-does-it-work-expert-explained
The Difference Between Classical and Quantum Computing - Times Microwave Systems, accessed April 29, 2025, https://timesmicrowave.com/the-difference-between-classical-and-quantum-computing/
How Do Quantum Computers Work, Like Really [closed] - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/670467/how-do-quantum-computers-work-like-really
How does a quantum computer execute a process by leveraging superposition?, accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/21458/how-does-a-quantum-computer-execute-a-process-by-leveraging-superposition
What Should We Be Doing With Quantum Computing? - JC2 Ventures, accessed April 29, 2025, https://www.jc2ventures.com/blog/2022/what-should-we-be-doing-with-quantum-computing
www.ibm.com, accessed April 29, 2025, https://www.ibm.com/think/topics/quantum-computing#:~:text=While%20classical%20computers%20rely%20on,%2C%20or%20qubits%2C%20in%20superposition.
Beyond Classical: Understanding Quantum Computing - Pasqal, accessed April 29, 2025, https://www.pasqal.com/beyond-classical-understanding-quantum-computing/
What Is Superposition in Quantum Computing? Expert Explained, accessed April 29, 2025, https://www.spinquanta.com/news-detail/what-is-quantum-superposition-and-how-it-powers-quantum-computing
To Move Fast, Quantum Maze Solvers Must Forget the Past | Quanta Magazine, accessed April 29, 2025, https://www.quantamagazine.org/to-move-fast-quantum-maze-solvers-must-forget-the-past-20230720/
milvus.io, accessed April 29, 2025, https://milvus.io/ai-quick-reference/how-do-quantum-computers-achieve-parallelism-in-computation#:~:text=Quantum%20computers%20achieve%20parallelism%20through,a%20superposition%20of%20both%20states.
Quantum Parallelism in Quantum Computing: Demystifying the “All-at-Once” Myth, accessed April 29, 2025, https://postquantum.com/quantum-computing/quantum-parallelism/
How do quantum computers achieve parallelism in computation? - Milvus, accessed April 29, 2025, https://milvus.io/ai-quick-reference/how-do-quantum-computers-achieve-parallelism-in-computation
What is quantum computing? - McKinsey & Company, accessed April 29, 2025, https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-quantum-computing
What is Quantum Parallelism, Anyhow? - arXiv, accessed April 29, 2025, https://arxiv.org/html/2405.07222v1
A Guide To Quantum Computing – Chapter #2: Superposition, Entanglement and Interference – The Science Behind the Magic - Cortico-X, accessed April 29, 2025, https://cortico-x.com/resources/a-guide-to-quantum-computing-chapter-2-superposition-entanglement-and-interference-the-science-behind-the-magic/
Quantum Superposition: How Qubits Live in Many States at Once - PostQuantum.com, accessed April 29, 2025, https://postquantum.com/quantum-computing/quantum-superposition/
Superposition - Microsoft Quantum, accessed April 29, 2025, https://quantum.microsoft.com/en-us/insights/education/concepts/superposition
Science Fiction Meets Reality: The Law of Superposition in Quantum Computing, accessed April 29, 2025, https://www.bluequbit.io/law-of-superposition
The power of quantum computing: Parallelism – ScIU - IU Blogs, accessed April 29, 2025, https://blogs.iu.edu/sciu/2019/07/13/quantum-computing-parallelism/
Quantum Computing Holds Promise of Parallel Calculations | American Physical Society, accessed April 29, 2025, https://www.aps.org/publications/apsnews/199806/quantumcomputing.cfm
How does superposition apply to quantum computing?, accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/17839/how-does-superposition-apply-to-quantum-computing
Superposition In Quantum Computing, How It Works., accessed April 29, 2025, https://quantumzeitgeist.com/superposition-in-quantum-computing/
Quantum Computing Basics: A Beginner's Guide - BlueQubit, accessed April 29, 2025, https://www.bluequbit.io/quantum-computing-basics
The Qubit in Quantum Computing - Learn Microsoft, accessed April 29, 2025, https://learn.microsoft.com/en-us/azure/quantum/concepts-the-qubit
Introduction to Quantum Computing - MathWorks, accessed April 29, 2025, https://de.mathworks.com/help/matlab/math/introduction-to-quantum-computing.html
How to Measure the Unmeasurable: Explorations into Quantum Computing Readouts, accessed April 29, 2025, https://jasonroell.com/2023/11/28/how-to-measure-the-unmeasurable-explorations-into-quantum-computing-readouts/
Quantum Computing vs. Classical Computing: Speed and Performance Stats - PatentPC, accessed April 29, 2025, https://patentpc.com/blog/quantum-computing-vs-classical-computing-speed-and-performance-stats
Quantum computing for the qubit curious - Cosmos Magazine, accessed April 29, 2025, https://cosmosmagazine.com/science/quantum-computing-for-the-qubit-curious/
What Is The Basic Relationship Between Quantum Physics & Quantum Computers?, accessed April 29, 2025, https://planetmainframe.com/2023/08/what-is-the-basic-relationship-between-quantum-physics-quantum-computers/
Quantum computing: Opening new realms of possibilities - Princeton University, accessed April 29, 2025, https://www.princeton.edu/news/2020/01/21/quantum-computing-opening-new-realms-possibilities
Quantum vs Classical Computing | Quantum Threat - Quantropi, accessed April 29, 2025, https://www.quantropi.com/quantum-versus-classical-computing-and-the-quantum-threat/
Quantum Computing Vs. Classical Computing In One Graphic - CB Insights Research, accessed April 29, 2025, https://www.cbinsights.com/research/quantum-computing-classical-computing-comparison-infographic/
ELI5: The differences between binary computing and quantum computing, on a logical level., accessed April 29, 2025, https://www.reddit.com/r/explainlikeimfive/comments/1v7pv0/eli5_the_differences_between_binary_computing_and/
MODULE 3 : Quantum Computing & Quantum Gates - Gopalan Colleges, accessed April 29, 2025, https://www.gopalancolleges.com/gcem/pdf/syllabus/physics/cse/module-3-quantum-computing-quantum-gates.pdf
Everything You Need to Know About the Quantum Circuit - BlueQubit, accessed April 29, 2025, https://www.bluequbit.io/quantum-circuit
Quantum logic gate - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Quantum_logic_gate
From Bits to Qubits: Mathematical Representation of Quantum Gates - EE Times Europe, accessed April 29, 2025, https://www.eetimes.eu/from-bits-to-qubits-mathematical-representation-of-quantum-gates/
Quantum math - Microsoft Quantum, accessed April 29, 2025, https://quantum.microsoft.com/en-us/insights/education/concepts/quantum-math
Quantum computation vs Classical Computation : r/QuantumComputing - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumComputing/comments/1dbqm4b/quantum_computation_vs_classical_computation/
How are quantum computers more powerful than classical computers? [duplicate], accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/16955/how-are-quantum-computers-more-powerful-than-classical-computers
Media Misconceptions: Quantum versus Classical Computers - QuTech Blog, accessed April 29, 2025, https://blog.qutech.nl/2016/08/04/media-misconceptions-quantum-versus-classical-computers/
Why can't quantum computation replace classical computation?, accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/17881/why-cant-quantum-computation-replace-classical-computation
Programming Your Quantum Computer | American Scientist, accessed April 29, 2025, https://www.americanscientist.org/article/programming-your-quantum-computer
How is a quantum computer programmed?, accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/9067/how-is-a-quantum-computer-programmed
Gates & Qubits - Yao - Quantum Computing in Julia, accessed April 29, 2025, https://yaoquantum.org/tutorials/getting-started/2-gates_and_qubits/
Introduction to Quantum Computing - MathWorks, accessed April 29, 2025, https://it.mathworks.com/help/matlab/math/introduction-to-quantum-computing.html
Quantum circuits, accessed April 29, 2025, https://learning.quantum.ibm.com/course/basics-of-quantum-information/quantum-circuits
Chapter 3. Quantum Computing Tools - Moody T. Chu, accessed April 29, 2025, https://mtchu.math.ncsu.edu/Teaching/Lectures/MA591/Chapter3.pdf
What are classical analogies for the notions of superposition, entanglement, and interference? - Quantum Computing Stack Exchange, accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/37977/what-are-classical-analogies-for-the-notions-of-superposition-entanglement-and
Quantum Computing Education for Computer Science Students: Bridging the Gap with Layered Learning and Intuitive Analogies This research was conducted as part of the QCloud QuantumEd project led by Munster Technological University and funded by the EOSC Future project 𝐼𝑁𝐹𝑅𝐴𝐸𝑂𝑆𝐶-03-2020 - Grant - arXiv, accessed April 29, 2025, https://arxiv.org/html/2405.09265v1
What Is Quantum Superposition? - Caltech Science Exchange, accessed April 29, 2025, https://scienceexchange.caltech.edu/topics/quantum-science-explained/quantum-superposition
Quantum Superposition, accessed April 29, 2025, https://quantumatlas.umd.edu/entry/superposition/
The Quantum Leap's Beginner Guide to “Superposition”, accessed April 29, 2025, https://quantumtech.blog/2023/07/24/the-quantum-leaps-beginner-guide-to-superposition/
Quantum Superposition Examples to Know for Quantum Computing and Information - Fiveable, accessed April 29, 2025, https://library.fiveable.me/lists/quantum-superposition-examples
Can someone give me an explanation of superposition in quantum mechanics. - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumPhysics/comments/169orux/can_someone_give_me_an_explanation_of/
How analogies helped novice students think about superposition states and collapse in quantum mechanics - ResearchGate, accessed April 29, 2025, https://www.researchgate.net/publication/388322444_How_analogies_helped_novice_students_think_about_superposition_states_and_collapse_in_quantum_mechanics
Tools for Understanding the Microscopic World of Quantum Mechanics: Analogies in Textbooks - PER-Central, accessed April 29, 2025, https://www.per-central.org/items/perc/5777.pdf
[2405.09265] Quantum Computing Education for Computer Science Students: Bridging the Gap with Layered Learning and Intuitive Analogies - arXiv, accessed April 29, 2025, https://arxiv.org/abs/2405.09265
Quantum physics from waves: An analogy-based approach for high school - SciELO, accessed April 29, 2025, https://www.scielo.br/j/rbef/a/LMf6FJVjvJKBQLwSTbsDwLv/?lang=en
The analysis of analogy use in the teaching of introductory quantum theory - ResearchGate, accessed April 29, 2025, https://www.researchgate.net/publication/273707048_The_analysis_of_analogy_use_in_the_teaching_of_introductory_quantum_theory
Mathematical sense-making in quantum mechanics: An initial peek, accessed April 29, 2025, https://link.aps.org/doi/10.1103/PhysRevPhysEducRes.13.020141
Quantization Analogy of Classical and Quantum Worlds as a Teaching Approach - ERIC, accessed April 29, 2025, https://files.eric.ed.gov/fulltext/EJ1255611.pdf
Physics Is All About Analogies – Uncertain Principles Archive - Chad Orzel, accessed April 29, 2025, http://chadorzel.com/principles/2010/11/05/physics-is-all-about-analogies/
Can Quantum Analogies Help Us to Understand the Process of Thought? - DiVA portal, accessed April 29, 2025, https://www.diva-portal.org/smash/get/diva2:741236/FULLTEXT01.pdf
THE MATHEMATICS OF qUANTUM MECHANICS - University of Waterloo, accessed April 29, 2025, https://uwaterloo.ca/institute-for-quantum-computing/sites/default/files/uploads/files/mathematics_qm_v23_qsys.pdf
What is Quantum Superposition? Explained Simply. Particles Multiple Places at Once?, accessed April 29, 2025, https://www.youtube.com/watch?v=dCZv2Q4QxCA
Why do people usually speak as if quantum superposition is *actually* a thing? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumPhysics/comments/rpa3cc/why_do_people_usually_speak_as_if_quantum/
Superposition: Layered Realities: Superposition and the Veil of Uncertainty - FasterCapital, accessed April 29, 2025, https://www.fastercapital.com/content/Superposition--Layered-Realities--Superposition-and-the-Veil-of-Uncertainty.html
Quantum Analogies » Vlatko Vedral, accessed April 29, 2025, https://www.vlatkovedral.com/quantum-analogies/
How is QUANTUM superposition mathematically/ontologically possible? Physics ELI5 - Reddit, accessed April 29, 2025, https://www.reddit.com/r/explainlikeimfive/comments/1003reo/eli5_how_is_quantum_superposition/
What is Measurement in Quantum Computing - QuEra Computing, accessed April 29, 2025, https://www.quera.com/glossary/measurement
Quantum measurements induce new phases of entanglement, accessed April 29, 2025, https://humsci.stanford.edu/feature/quantum-measurements-induce-new-phases-entanglement
5 Concepts Can Help You Understand Quantum Mechanics and Technology — Without Math! | NIST, accessed April 29, 2025, https://www.nist.gov/blogs/taking-measure/5-concepts-can-help-you-understand-quantum-mechanics-and-technology-without
Uncertainty reigns over Heisenberg's measurement analogy - Physics World, accessed April 29, 2025, https://physicsworld.com/a/uncertainty-reigns-over-heisenbergs-measurement-analogy/
ELI5: What are scientists inputting into a quantum computer and what are they getting out of it? I don't understand what it's 'calculating'? : r/explainlikeimfive - Reddit, accessed April 29, 2025, https://www.reddit.com/r/explainlikeimfive/comments/1e42adq/eli5_what_are_scientists_inputting_into_a_quantum/
Measurement in quantum mechanics - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Measurement_in_quantum_mechanics
12 Wavefunction Collapse - University of Southampton, accessed April 29, 2025, https://www.southampton.ac.uk/~doug/quantum_physics/collapse.pdf
Wave function collapse - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Wave_function_collapse
what does it mean for the wave function to collapse? : r/AskPhysics - Reddit, accessed April 29, 2025, https://www.reddit.com/r/AskPhysics/comments/1b998iz/what_does_it_mean_for_the_wave_function_to/
Wave Function Collapse Explained - BorisTheBrave.Com, accessed April 29, 2025, https://www.boristhebrave.com/2020/04/13/wave-function-collapse-explained/
Practically, how does an 'observer' collapse a wave function? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/509803/practically-how-does-an-observer-collapse-a-wave-function
Physics Experiments Spell Doom for Quantum 'Collapse' Theory | Quanta Magazine, accessed April 29, 2025, https://www.quantamagazine.org/physics-experiments-spell-doom-for-quantum-collapse-theory-20221020/
What causes a wave function to collapse? : r/AskPhysics - Reddit, accessed April 29, 2025, https://www.reddit.com/r/AskPhysics/comments/13wqviv/what_causes_a_wave_function_to_collapse/
What is so special about the “wave function collapse”? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/733047/what-is-so-special-about-the-wave-function-collapse
www.sjsu.edu, accessed April 29, 2025, https://www.sjsu.edu/faculty/watkins/quantumreality.htm#:~:text=According%20to%20the%20Copenhagen%20Interpretation,over%20sets%20of%20allowable%20states.
13 Interpretations of Quantum Physics - University of Southampton, accessed April 29, 2025, https://www.southampton.ac.uk/~doug/quantum_physics/interpretation.pdf
Copenhagen interpretation - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Copenhagen_interpretation
Interpretations of quantum mechanics - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Interpretations_of_quantum_mechanics
The Copenhagen Interpretation of Quantum Mechanics - ThoughtCo, accessed April 29, 2025, https://www.thoughtco.com/copenhagen-interpretation-of-quantum-mechanics-2699346
What is the Copenhagen Interpretation? : r/askscience - Reddit, accessed April 29, 2025, https://www.reddit.com/r/askscience/comments/3w6ve2/what_is_the_copenhagen_interpretation/
The Copenhagen Interpretation - Science | HowStuffWorks, accessed April 29, 2025, https://science.howstuffworks.com/innovation/science-questions/quantum-suicide4.htm
III. The Copenhagen Interpretation of Quantum Theory - The Information Philosopher, accessed April 29, 2025, https://www.informationphilosopher.com/solutions/scientists/heisenberg/Copenhagen_Interpretation.pdf
The Copenhagen Interpretation and the Nature of Quantum Reality, accessed April 29, 2025, https://www.sjsu.edu/faculty/watkins/quantumreality.htm
Copenhagen Interpretation of Quantum Mechanics - Stanford Encyclopedia of Philosophy, accessed April 29, 2025, https://plato.stanford.edu/entries/qm-copenhagen/
en.wikipedia.org, accessed April 29, 2025, https://en.wikipedia.org/wiki/Many-worlds_interpretation#:~:text=The%20many%2Dworlds%20interpretation%20(MWI,realized%20in%20different%20%22worlds%22.
Many-worlds interpretation - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Many-worlds_interpretation
Many-Worlds Interpretation of Quantum Mechanics - Stanford Encyclopedia of Philosophy, accessed April 29, 2025, https://plato.stanford.edu/entries/qm-manyworlds/
Learn about the many-worlds picture of quantum mechanics - Britannica, accessed April 29, 2025, https://www.britannica.com/video/Description-worlds-picture-quantum-mechanics/-204065
The Many-Worlds Theory, Explained | The MIT Press Reader, accessed April 29, 2025, https://thereader.mitpress.mit.edu/the-many-worlds-theory/
The Many-Worlds Interpretation of Quantum Mechanics (Princeton Series in Physics) - Amazon.com, accessed April 29, 2025, https://www.amazon.com/Many-Worlds-Interpretation-Quantum-Mechanics-Princeton/dp/069108131X
Is the many-worlds interpretation really just an interpretation? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/622860/is-the-many-worlds-interpretation-really-just-an-interpretation
Why the Many-Worlds Interpretation Has Many Problems - Quanta Magazine, accessed April 29, 2025, https://www.quantamagazine.org/why-the-many-worlds-interpretation-has-many-problems-20181018/
The Many-Worlds Interpretation of Quantum Mechanics - PBS, accessed April 29, 2025, https://www.pbs.org/wgbh/nova/manyworlds/pdf/dissertation.pdf
Potentiometer - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Potentiometer
Analog Computing: Solving Differential Equations - DigiKey, accessed April 29, 2025, https://www.digikey.com/en/maker/blogs/2024/analog-computing-solving-differential-equations
Choosing the Correct digiPOT for Your Application - Analog Devices, accessed April 29, 2025, https://www.analog.com/media/en/news-marketing-collateral/product-selection-guide/choosing_the_correct_digipot.pdf
Analog vs. Digital Control: A Detailed Comparison - Monolithic Power Systems, accessed April 29, 2025, https://www.monolithicpower.com/en/learning/mpscholar/analog-vs-digital-control/comparative-analysis/detailed-comparison
Comparative Guide to Analyzing rheostat and Potentiometers - Allelco, accessed April 29, 2025, https://www.allelcoelec.com/blog/comparative-guide-to-analyzing-rheostat-and-potentiometers.html
Hybrid Digital-Analog Circuits Can Increase Computational Power of Chaos-Based Systems, accessed April 29, 2025, https://news.ncsu.edu/2017/04/28/kohar-chaos/
SLG47004 - Programmable Mixed-Signal Matrix with In-System Programmability and Advanced Analog Features | Renesas, accessed April 29, 2025, https://www.renesas.com/en/products/programmable-mixed-signal-asic-ip-products/greenpak-programmable-mixed-signal-products/analogpak/slg47004-programmable-mixed-signal-matrix-system-programmability-and-advanced-analog-features
3.27 How to use a Rheostat? - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=3eqgdy8x0wI&pp=0gcJCfcAhR29_xXO
How to Increase the Bandwidth of Digital Potentiometers 10x to 100x | Analog Devices, accessed April 29, 2025, https://www.analog.com/en/resources/technical-articles/how-to-increase-the-bandwidth-of-digital-potentiometers-10x-to-100x.html
Analog Integrators: How to Apply Them for Sensor Interfaces, Signal Generation, and Filtering - DigiKey, accessed April 29, 2025, https://www.digikey.com/en/articles/analog-integrators-how-to-apply-them-for-sensor-interfaces
en.wikipedia.org, accessed April 29, 2025, https://en.wikipedia.org/wiki/Analog_computer#:~:text=Limitations,-This%20section%20does&text=In%20general%2C%20analog%20computers%20are,these%20characteristics%20limit%20analog%20computers.
What is an Analog Computer? | GeeksforGeeks, accessed April 29, 2025, https://www.geeksforgeeks.org/what-is-an-analog-computer/
Analog Computers: Looking to the Past for the Future of Computing, accessed April 29, 2025, https://illumin.usc.edu/analog-computers-looking-to-the-past-for-the-future-of-computing/
Analog computer - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Analog_computer
Limitation Of Analog Computers, accessed April 29, 2025, https://staging.entrepreneur.nyu.edu/rpackx/zfillt/ueditn/89908916/limitation+of+analog+computers.pdf
THE COMPLEXITY OF ANALOG COMPUTATION † Anastasios VERGIS - cs.Princeton, accessed April 29, 2025, https://www.cs.princeton.edu/~ken/MCS86.pdf
Breaking the scaling limits of analog computing | MIT News, accessed April 29, 2025, https://news.mit.edu/2022/scaling-analog-optical-computing-1129
Are analog computers more efficient at computing sines, Pi, and e? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/AskComputerScience/comments/stnpqu/are_analog_computers_more_efficient_at_computing/
Analog Computers vs Digital: Why Analog May Be the Future of Computing - BairesDev, accessed April 29, 2025, https://www.bairesdev.com/blog/why-analog-may-be-the-future-of-computing/
A Review of Analog Computing - EECS Library - University of Tennessee, Knoxville, accessed April 29, 2025, https://library.eecs.utk.edu/files/ut-cs-07-601.pdf
Know Your (Analog Computing) Limits - NTT Research, Inc., accessed April 29, 2025, https://ntt-research.com/know-your-analog-computing-limits/
www.quera.com, accessed April 29, 2025, https://www.quera.com/glossary/analog-quantum-computing#:~:text=Analog%20Quantum%20Computing%20is%20a,states%20and%20employs%20continuous%20transformations.
What is Analog Quantum Computing, accessed April 29, 2025, https://www.quera.com/glossary/analog-quantum-computing
Evolution of Computing: Analog, Digital, and Quantum - QCVE.org, accessed April 29, 2025, https://qcve.org/blog/evolution-of-computing-analog-digital-and-quantum
Why analog neutral atoms quantum computing is the most promising direction for early quantum advantage - Pasqal, accessed April 29, 2025, https://www.pasqal.com/news/why-analog-neutral-atoms-quantum-computing-is-the-most-promising-direction-for-early-quantum-advantage/
What is the difference between digital and analog quantum computing?, accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/40267/what-is-the-difference-between-digital-and-analog-quantum-computing
Are quantum computers just a variant on Analog computers of the 50's & 60's that many have never seen nor used?, accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/2654/are-quantum-computers-just-a-variant-on-analog-computers-of-the-50s-60s-that
Quantum vs Analog Computers : r/singularity - Reddit, accessed April 29, 2025, https://www.reddit.com/r/singularity/comments/15hywg7/quantum_vs_analog_computers/
Are quantum computers analog, digital, or neither? : r/QuantumComputing - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumComputing/comments/1859t6j/are_quantum_computers_analog_digital_or_neither/
Quantum Computing and the Analog/Digital Distinction - ResearchGate, accessed April 29, 2025, https://www.researchgate.net/publication/358815153_Quantum_Computing_and_the_AnalogDigital_Distinction
Analog vs Digital vs Quantum, Explained - Learn Science of Data, Waves, Bits, Qubits and more!, accessed April 29, 2025, https://m.youtube.com/watch?v=ZMkLPvOVkNo
www.quera.com, accessed April 29, 2025, https://www.quera.com/glossary/analog-quantum-computing#:~:text=Applications%20of%20Analog%20Quantum%20Computing,-Because%20quantum%20circuits&text=Maximum%20Clique%3A%20financial%20portfolio%20optimization,networks%2C%20document%20summarization%2C%20etc.
Top Applications Of Quantum Computing for Machine Learning, accessed April 29, 2025, https://www.quera.com/blog-posts/applications-of-quantum-computing-for-machine-learning
To a layman, what are the applications of quantum computing? : r/QuantumComputing - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumComputing/comments/1j498pc/to_a_layman_what_are_the_applications_of_quantum/
10 Quantum Computing Applications & Examples to Know | Built In, accessed April 29, 2025, https://builtin.com/hardware/quantum-computing-applications
Analog's Quantum Computing Potential in Real-World Applications - Qilimanjaro, accessed April 29, 2025, https://www.qilimanjaro.tech/analogs-quantum-computing-potential-in-real-world-applications/
Differentiable Analog Quantum Computing for Optimization and Control, accessed April 29, 2025, https://papers.neurips.cc/paper_files/paper/2022/file/1e70ac91ad26ba5b24cf11b12a1f90fe-Paper-Conference.pdf
What are some areas that quantum computers are used for today? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumComputing/comments/159evb8/what_are_some_areas_that_quantum_computers_are/
Where Might You Use An Analog Computer? - Quantum Zeitgeist, accessed April 29, 2025, https://quantumzeitgeist.com/where-might-you-use-an-analog-computer/
5 Exciting Quantum Computing Applications (with Examples) - BlueQubit, accessed April 29, 2025, https://www.bluequbit.io/quantum-computing-applications
6 Top Quantum Computer Applications with Real-World Examples - SpinQ, accessed April 29, 2025, https://www.spinquanta.com/news-detail/top-quantum-computer-applications-with-real-world-examples20250113034956
Top 10 Applications of Quantum Computing Across Industries - Veritis, accessed April 29, 2025, https://www.veritis.com/blog/top-applications-of-quantum-computing/
Real-world Applications of Quantum Simulation - QuEra Computing, accessed April 29, 2025, https://www.quera.com/blog-posts/real-world-applications-of-quantum-simulation
5 Crucial Quantum Computing Applications & Examples, accessed April 29, 2025, https://thequantuminsider.com/2023/05/24/quantum-computing-applications/
Quantum computing use cases are getting real—what you need to know, accessed April 29, 2025, https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/quantum-computing-use-cases-are-getting-real-what-you-need-to-know
Does anyone have a list of use cases for Quantum computing? In other words, what kind of apps can I build with Qiskit or Sliq? : r/QuantumComputing - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumComputing/comments/v98x1j/does_anyone_have_a_list_of_use_cases_for_quantum/
en.wikipedia.org, accessed April 29, 2025, https://en.wikipedia.org/wiki/Wave_function_collapse#:~:text=In%20various%20interpretations%20of%20quantum,interaction%20with%20the%20external%20world.
Why does observation collapse the wave function? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/35328/why-does-observation-collapse-the-wave-function
When does wavefunction collapse actually occur in quantum mechanics? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/AskPhysics/comments/16ol6qw/when_does_wavefunction_collapse_actually_occur_in/
Relation Between Quantum Jump and Wave Function Collapse - Article (Preprint v1) by Tadashi Nakajima | Qeios, accessed April 29, 2025, https://www.qeios.com/read/DCB5P3
How does wave function collapse when I measure position? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/98824/how-does-wave-function-collapse-when-i-measure-position
Do Quantum Wave Functions Collapse? - Matt Strassler, accessed April 29, 2025, https://profmattstrassler.com/2025/03/10/do-quantum-wave-functions-collapse/
Why Quantum Mechanics Makes No Sense (But Still Works) - Collapse of the Wave Function (Parth G) - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=Is_QH3evpXw
en.wikipedia.org, accessed April 29, 2025, https://en.wikipedia.org/wiki/Wave_function_collapse#:~:text=In%20the%20Copenhagen%20interpretation%2C%20wave,an%20origin%20in%20physical%20processes.
Collapsing Wavefunctions - Chemistry LibreTexts, accessed April 29, 2025, https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps/Supplemental_Modules_(Physical_and_Theoretical_Chemistry)/Quantum_Mechanics/03._The_Tools_of_Quantum_Mechanics/Collapsing_Wavefunctions
What determines how the wave function collapses? : r/AskPhysics - Reddit, accessed April 29, 2025, https://www.reddit.com/r/AskPhysics/comments/1e1mu7m/what_determines_how_the_wave_function_collapses/
quantum mechanics - Is the "wavefunction collapse" interpretation consistent with relativity?, accessed April 29, 2025, https://physics.stackexchange.com/questions/838897/is-the-wavefunction-collapse-interpretation-consistent-with-relativity
How do we know wavefunctions exist/collapse when observed? : r/AskPhysics - Reddit, accessed April 29, 2025, https://www.reddit.com/r/AskPhysics/comments/jnznsg/how_do_we_know_wavefunctions_existcollapse_when/
Collapse of the Wave Function - The Information Philosopher, accessed April 29, 2025, https://www.informationphilosopher.com/solutions/experiments/wave-function_collapse/
philsci-archive.pitt.edu, accessed April 29, 2025, https://philsci-archive.pitt.edu/15945/1/wf-ontic-pm%20v9.pdf
philsci-archive.pitt.edu, accessed April 29, 2025, https://philsci-archive.pitt.edu/21411/1/onto-models.pdf
The Meaning of the Wave Function: In Search of the Ontology of Quantum Mechanics, accessed April 29, 2025, https://ndpr.nd.edu/reviews/the-meaning-of-the-wave-function-in-search-of-the-ontology-of-quantum-mechanics/
Can the ontology of Bohmian mechanics consists only in particles? The PBR theorem says no - arXiv, accessed April 29, 2025, https://arxiv.org/html/2501.03275v1
Wave Function Ontology - Princeton University, accessed April 29, 2025, https://www.princeton.edu/~hhalvors/teaching/phi538_f2004/montonwfo.pdf
Do you conceive of the wave function as ontic or epistemic? : r/QuantumPhysics - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumPhysics/comments/19fjc5g/do_you_conceive_of_the_wave_function_as_ontic_or/
(PDF) Three arguments for wave function realism - ResearchGate, accessed April 29, 2025, https://www.researchgate.net/publication/374957838_Three_arguments_for_wave_function_realism
Which reasons we have for thinking that the wave-function is NOT ontic? - ResearchGate, accessed April 29, 2025, https://www.researchgate.net/post/Which-reasons-we-have-for-thinking-that-the-wave-function-is-NOT-ontic
What are the arguments for or against the wavefunction being a subjective vs an objective entity?, accessed April 29, 2025, https://philosophy.stackexchange.com/questions/106658/what-are-the-arguments-for-or-against-the-wavefunction-being-a-subjective-vs-an
Is the wavefunction a real physical wave or only a mathematical abstraction? [closed], accessed April 29, 2025, https://physics.stackexchange.com/questions/333847/is-the-wavefunction-a-real-physical-wave-or-only-a-mathematical-abstraction
Realism about the Wave Function - PhilArchive, accessed April 29, 2025, https://philarchive.org/archive/CHERAT-5
Quantum Physics, the Wavefunction and Realism - 3:16, accessed April 29, 2025, https://www.3-16am.co.uk/articles/quantum-physics-the-wavefunction-and-realism
Could wavefunctions simultaneously represent knowledge and reality? - Inspire HEP, accessed April 29, 2025, https://inspirehep.net/literature/2033296
arXiv:2101.06436v4 [quant-ph] 27 Apr 2022, accessed April 29, 2025, https://arxiv.org/pdf/2101.06436
I understand what it represents, but what physically is the wave function?, accessed April 29, 2025, https://physics.stackexchange.com/questions/627025/i-understand-what-it-represents-but-what-physically-is-the-wave-function
Difference between Analog Computer and Digital Computer | GeeksforGeeks, accessed April 29, 2025, https://www.geeksforgeeks.org/difference-between-analog-computer-and-digital-computer/
DC Lab - Potentiometer as a Rheostat | DC Circuit Projects | Electronics Textbook, accessed April 29, 2025, https://www.allaboutcircuits.com/textbook/experiments/chpt-3/potentiometer-rheostat/
Potentiometer, Preset Potentiometers and Rheostats - Electronics Tutorials, accessed April 29, 2025, https://www.electronics-tutorials.ws/resistor/potentiometer.html
Analogue computing: fun with differential equations - Chalkdust, accessed April 29, 2025, https://chalkdustmagazine.com/features/analogue-computing-fun-differential-equations/
PRIMER ON ANALOG COMPUTATION Introduction - Bitsavers.org, accessed April 29, 2025, http://www.bitsavers.org/pdf/eai/applicationsLibrary/1.1.2a_Primer_on_Analog_Computation_1964.pdf
Chapter V Analog Computation - UTK-EECS, accessed April 29, 2025, https://web.eecs.utk.edu/~bmaclenn/Classes/494-UC/handouts/LNUC-V.pdf
Computing with Analog - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=1EHjaBjRvgQ
Analog Computation and Representation - PhilSci-Archive, accessed April 29, 2025, https://philsci-archive.pitt.edu/18473/1/AnalogRepresentationAndComputationBJPSFinal.pdf
C Fundamentals of analog computing - UTK-EECS, accessed April 29, 2025, https://web.eecs.utk.edu/~bmaclenn/Classes/494-594-UC/handouts/LNUC-V.CD.pdf
Handbook of Analog Computation [pdf], accessed April 29, 2025, https://www.analogmuseum.org/library/handbook_of_analog_computation.pdf
ELI5: How do modern analog computers work? And from where do they get their advantages over digital computers? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/explainlikeimfive/comments/xd1b9j/eli5_how_do_modern_analog_computers_work_and_from/
Analog vs. Digital | Hardware and Software | AP Computer Science A | eduPLEX - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=68V2LP3xgXo
Is analog signal arithmetic faster than digital one? - Electronics Stack Exchange, accessed April 29, 2025, https://electronics.stackexchange.com/questions/141121/is-analog-signal-arithmetic-faster-than-digital-one
The Rise of Analog Computing: Exploring the Obsolescence of Digital Systems - Remotely, accessed April 29, 2025, https://www.remotely.works/blog/the-rise-of-analog-computing-exploring-the-obsolescence-of-digital-systems
Is quantum computing just better / more accurate algorithms for analog computing? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumComputing/comments/qgxqhe/is_quantum_computing_just_better_more_accurate/
14 Quantum Computing Use Cases That Will Reshape the Future - BlueQubit, accessed April 29, 2025, https://www.bluequbit.io/quantum-computing-use-cases
Top Applications Of Quantum Computing for Enterprises | QuEra, accessed April 29, 2025, https://www.quera.com/blog-posts/quantum-computing-applications-for-enterprises
Top 9 Applications of Quantum Computing In 2024 - EPB, accessed April 29, 2025, https://epb.com/get-connected/gig-internet/top-applications-of-quantum-computing/
Is "analog" quantum-computation not useful? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/8169/is-analog-quantum-computation-not-useful
ELI5: can someone explain how and why analogue is different than digital in context of computer processing power? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/explainlikeimfive/comments/7m8pbh/eli5_can_someone_explain_how_and_why_analogue_is/
Analog and Digital in Quantum Computing - Pasqal, accessed April 29, 2025, https://www.pasqal.com/analog-and-digital-in-quantum-computing/
Analog neutral atoms quantum computing - early quantum advantage, accessed April 29, 2025, https://thequantuminsider.com/2022/06/28/why-analog-neutral-atoms-quantum-computing-is-a-promising-direction-for-early-quantum-advantage/
Technology - Qilimanjaro, accessed April 29, 2025, https://www.qilimanjaro.tech/applications-of-quantum-computing/
The analog quantum advantage, accessed April 29, 2025, https://quantumcomputinginc.com/learn/module/the-analog-quantum-advantage
Some Unexpected Applications of Analog Quantum Computers - Joint Quantum Institute - University of Maryland, accessed April 29, 2025, https://jqi.umd.edu/events/some-unexpected-applications-analog-quantum-computers
Unlocking Quantum Advantage with Digital-Analog Quantum Computing (DAQC), accessed April 29, 2025, https://kipu-quantum.com/knowledge-hub/blog/unlocking-quantum-advantage-with-digital-analog-quantum-computing-daqc/
Is digital quantum computing more powerful than the analog one?, accessed April 29, 2025, https://quantumcomputing.stackexchange.com/questions/26594/is-digital-quantum-computing-more-powerful-than-the-analog-one
www.math.ru.nl, accessed April 29, 2025, https://www.math.ru.nl/~landsman/Born.pdf
Born rule - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Born_rule
Derivations of the Born Rule - PhilSci-Archive, accessed April 29, 2025, https://philsci-archive.pitt.edu/15943/1/BornRule24-4-19.pdf
Derivation of the Born Rule from Operational Assumptions - How to use the personal web pages service, accessed April 29, 2025, https://users.ox.ac.uk/~lina0174/born.pdf
Mysterious Quantum Rule Reconstructed From Scratch - Quanta Magazine, accessed April 29, 2025, https://www.quantamagazine.org/the-born-rule-has-been-derived-from-simple-physical-principles-20190213/
Emergence of the Born rule in quantum optics, accessed April 29, 2025, https://quantum-journal.org/papers/q-2020-10-26-350/pdf/
The Born Rule—100 Years Ago and Today - PMC, accessed April 29, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC12026146/
Born rule in nLab, accessed April 29, 2025, https://ncatlab.org/nlab/show/Born+rule
Is there a mathematical basis for Born rule? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/215602/is-there-a-mathematical-basis-for-born-rule
[2110.06392] The Origin of the Born Rule from Spacetime Averaging - arXiv, accessed April 29, 2025, https://arxiv.org/abs/2110.06392
Where does the Born rule come from? [duplicate] - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/73329/where-does-the-born-rule-come-from
en.wikipedia.org, accessed April 29, 2025, https://en.wikipedia.org/wiki/Born_rule#:~:text=Within%20the%20QBist%20interpretation%20of,whole%20set%20of%20such%20assessments.
Born rule: quantum probability as classical probability - PhilSci-Archive, accessed April 29, 2025, https://philsci-archive.pitt.edu/21654/25/born-rule-counting-v5.pdf
A satisfactory derivation of the Born rule | More Quantum - Mateus Araújo, accessed April 29, 2025, https://mateusaraujo.info/2021/12/08/a-satisfactory-derivation-of-borns-rule/
Justifying Born's Rule Pα = |Ψα|2 Using Deterministic Chaos, Decoherence, and the de Broglie–Bohm Quantum Theory - MDPI, accessed April 29, 2025, https://www.mdpi.com/1099-4300/23/11/1371
Is the Born rule a fundamental postulate of quantum mechanics? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/44932/is-the-born-rule-a-fundamental-postulate-of-quantum-mechanics
[2109.09353] Justifying Born's rule $P_α=|Ψ_α|^2$ using deterministic chaos, decoherence, and the de Broglie-Bohm quantum theory - arXiv, accessed April 29, 2025, https://arxiv.org/abs/2109.09353
Nonlocality and Entanglement - Quantum Theory and the Uncertainty Principle, accessed April 29, 2025, https://www.physicsoftheuniverse.com/topics_quantum_nonlocality.html
A Closer Connection Between Entanglement and Nonlocality, accessed April 29, 2025, https://link.aps.org/doi/10.1103/Physics.5.56
Quantum Entanglement and Nonlocality: Challenging the Local Realism of Classical Physics | Theoretical and Natural Science, accessed April 29, 2025, https://www.ewadirect.com/proceedings/tns/article/view/16514
Measurement problem - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Measurement_problem
What is the quantum measurement problem? - Sabine Hossenfelder: Backreaction, accessed April 29, 2025, http://backreaction.blogspot.com/2019/10/what-is-quantum-measurement-problem.html
The Quantum Measurement Problem: A Review of Recent Trends - arXiv, accessed April 29, 2025, https://arxiv.org/html/2502.19278v1
Wave Function Ψ: Ontic Reality or Epistemic Representation? - ResearchGate, accessed April 29, 2025, https://www.researchgate.net/post/Wave_Function_PS_Ontic_Reality_or_Epistemic_Representation
iai.tv, accessed April 29, 2025, https://iai.tv/articles/reality-is-just-a-quantum-wave-function-auid-2024#:~:text=This%20is%20the%20view%20that,some%20higher%2Ddimensional%20quantum%20reality.
Reality is just a quantum wave function | High-dimension metaphysics offer a realist interpretation of quantum mechanics, and the end of spooky action at a distance. - Reddit, accessed April 29, 2025, https://www.reddit.com/r/philosophy/comments/s63dok/reality_is_just_a_quantum_wave_function/
The Wave Function and Quantum Reality - arXiv, accessed April 29, 2025, https://arxiv.org/pdf/1108.1187
Reality is just a quantum wave function | Alyssa Ney - IAI TV, accessed April 29, 2025, https://iai.tv/articles/reality-is-just-a-quantum-wave-function-auid-2024
The benefits of wave function realism? - SelfAwarePatterns, accessed April 29, 2025, https://selfawarepatterns.com/2022/01/16/the-benefits-of-wave-function-realism/
Wave function - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Wave_function
Interpretation of the wave function in quantum mechanics - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/129496/interpretation-of-the-wave-function-in-quantum-mechanics
Interpretation of the wavefunction - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=R-5hjmV-bdY
quantum mechanics - What is the meaning of the wavefunction? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/733639/what-is-the-meaning-of-the-wavefunction
Does the wave-function actually exist? Ontologically real or epistemically useful? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumPhysics/comments/rbi2g9/does_the_wavefunction_actually_exist/
Understanding Quantum Mechanics #2: Superposition and Entanglement, accessed April 29, 2025, http://backreaction.blogspot.com/2020/05/understanding-quantum-mechanics-2.html
Quantum Superpositions and the Representation of Physical Reality Beyond Measurement Outcomes and Mathematical Structures - PhilSci-Archive, accessed April 29, 2025, https://philsci-archive.pitt.edu/13443/1/THIRD%20VERSION%20de%20Ronde%20-%20Qunatum%20Superpositions%20-%20FOS%202017.pdf
Quantum Superpositions and the Representation of Physical Reality Beyond Measurement Outcomes and Mathematical Structures - ResearchGate, accessed April 29, 2025, https://www.researchgate.net/publication/301855374_Quantum_Superpositions_and_the_Representation_of_Physical_Reality_Beyond_Measurement_Outcomes_and_Mathematical_Structures
What are the differences between a $\psi$-epistemic ontological model and a $\psi$-ontic model of quantum mechanics, exactly? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/290522/what-are-the-differences-between-a-psi-epistemic-ontological-model-and-a-ps
Epistemic vs. Ontic Uncertainty in Quantum Mechanics – Are We Misinterpreting the “Uncertainty”? : r/QuantumPhysics - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumPhysics/comments/1iec228/epistemic_vs_ontic_uncertainty_in_quantum/
Quantum Bayesianism - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Quantum_Bayesianism
Why QBism is completely empty | More Quantum - Mateus Araújo, accessed April 29, 2025, https://mateusaraujo.info/2020/10/01/why-qbism-is-completely-empty/
Quantum Bayesianism Brings Us Back to the Foundation of Quantum Mechanics : r/QuantumPhysics - Reddit, accessed April 29, 2025, https://www.reddit.com/r/QuantumPhysics/comments/1fnrmmz/quantum_bayesianism_brings_us_back_to_the/
Quantum-Bayesian and Pragmatist Views of Quantum Theory - Stanford Encyclopedia of Philosophy, accessed April 29, 2025, https://plato.stanford.edu/entries/quantum-bayesian/
Respecting One's Fellow: QBism's Analysis of Wigner's Friend - arXiv, accessed April 29, 2025, https://arxiv.org/pdf/2008.03572
FAQBism arXiv:1810.13401v2 [quant-ph] 14 Apr 2019, accessed April 29, 2025, https://arxiv.org/pdf/1810.13401
The dizzying free fall of QBism - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=nSqDMtHoaT0
Superposition principle - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Superposition_principle
[1002.1205] Superposition models and the multiplicity fluctuations in heavy ion collisions, accessed April 29, 2025, https://arxiv.org/abs/1002.1205
RHIC multiplicity distributions and superposition models - arXiv, accessed April 29, 2025, https://arxiv.org/pdf/0910.3480
Multibin correlations in a superposition approach to relativistic heavy-ion collisions | Phys. Rev. C - Physical Review Link Manager, accessed April 29, 2025, https://link.aps.org/doi/10.1103/PhysRevC.92.024913
Superposition effect and clan structure in forward-backward multiplicity correlations | Phys. Rev. D - Physical Review Link Manager, accessed April 29, 2025, https://link.aps.org/doi/10.1103/PhysRevD.66.034001
Meson multiplicity versus energy in relativistic nucleus-nucleus collisions - NASA Technical Reports Server (NTRS), accessed April 29, 2025, https://ntrs.nasa.gov/citations/19860048479
[PDF] Large proton cumulants from the superposition of ordinary multiplicity distributions | Semantic Scholar, accessed April 29, 2025, https://www.semanticscholar.org/paper/Large-proton-cumulants-from-the-superposition-of-Bzdak-Koch/c6b43763216ceafc9a555910822ee58f2952f3c3
Correlation of transverse momentum and multiplicity in a ... - OSTI.GOV, accessed April 29, 2025, https://www.osti.gov/biblio/20771473
Charged Particles Multiplicity in Interactions of 3.7 A GeV 28Si with, accessed April 29, 2025, https://journals.jps.jp/doi/abs/10.1143/JPSJ.67.1201?mobileUi=0
Large proton cumulants from the superposition of ordinary, accessed April 29, 2025, https://www.connectedpapers.com/main/c6b43763216ceafc9a555910822ee58f2952f3c3/Large-proton-cumulants-from-the-superposition-of-ordinary-multiplicity-distributions/graph
Can the Uncertainty Principle break down in superposition? : r/askscience - Reddit, accessed April 29, 2025, https://www.reddit.com/r/askscience/comments/43dt5u/can_the_uncertainty_principle_break_down_in/
Uncertainty principle - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Uncertainty_principle
The Uncertainty Principle - The Quantum Atlas, accessed April 29, 2025, https://quantumatlas.umd.edu/entry/uncertainty-principle/
Quantum superposition - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Quantum_superposition
Quantum Tunneling, Superposition, and The Uncertainty Principle - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/395710/quantum-tunneling-superposition-and-the-uncertainty-principle
Is Superposition Really an "OR"? - Matt Strassler, accessed April 29, 2025, https://profmattstrassler.com/2025/04/14/is-superposition-really-an-or/
Quantum Math - the Superposition Principle, Bell's Inequality, and Uncertainties - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=NteN6vqR24M
Principle of superposition and Uncertainty principle [closed] - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/660879/principle-of-superposition-and-uncertainty-principle
Introduction to Uncertainty and Superposition - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=8WlDAq-sXE8
flashcards.world, accessed April 29, 2025, https://flashcards.world/flashcards/sets/d8cc028e-5901-4217-86f7-c6e92e68e6da/#:~:text=Biological%20systems%20may%20employ%20mechanisms,molecular%20structures%20to%20maintain%20coherence.
Quantum Decoherence in Biological Systems - Study of how quantum effects persist in warm, wet biological environments despite theoretical predictions of rapid decoherence, including protective mechanisms and experimental evidence | Flashcards World, accessed April 29, 2025, https://flashcards.world/flashcards/sets/d8cc028e-5901-4217-86f7-c6e92e68e6da/
Quantum biology - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Quantum_biology
Quantum Computing Paradigms: Biological QC - PostQuantum.com, accessed April 29, 2025, https://postquantum.com/quantum-architecture/biological-quantum/
Circadian system coordination: new perspectives beyond classical models - PMC, accessed April 29, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC11936781/
Quantum phenomena in biological systems - Frontiers, accessed April 29, 2025, https://www.frontiersin.org/journals/quantum-science-and-technology/articles/10.3389/frqst.2024.1466906/full
Quantum process in living cells - Scientific Research Publishing, accessed April 29, 2025, https://file.scirp.org/Html/6-7300488_29963.htm
Quantum Biology and the Potential Role of Entanglement and Tunneling in Non-Targeted Effects of Ionizing Radiation: A Review and Proposed Model, accessed April 29, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC10671017/
The future of quantum biology | Journal of The Royal Society Interface, accessed April 29, 2025, https://royalsocietypublishing.org/doi/10.1098/rsif.2018.0640
Quantum Biology: How Nature May Have Been Quantum All Along, accessed April 29, 2025, https://quantumzeitgeist.com/quantum-biology/
Quantum Biology: Exploring Life Through Quantum Mechanics, accessed April 29, 2025, https://quantumzeitgeist.com/quantum-biology-exploring-life-through-quantum-mechanics/
Coherent Behavior and the Bound State of Water and K+ Imply Another Model of Bioenergetics: Negative Entropy Instead of High-energy Bonds - PubMed Central, accessed April 29, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC3527877/
Coherent state of water - Aǹalemma Water, accessed April 29, 2025, https://analemma-water.com/coherent-state-of-water/
WATER IS THE MEANS, MEDIUM AND MESSAGE OF LIFE - WIT Press, accessed April 29, 2025, https://www.witpress.com/Secure/ejournals/papers/D&NE090101f.pdf
The Super-Coherent State of Biological Water - Scientific Research Publishing, accessed April 29, 2025, https://www.scirp.org/journal/paperinformation?paperid=90862
Water, The Cradle of Life via its Coherent Quantum Frequencies, accessed April 29, 2025, https://waterjournal.org/current-volume/geesink/
The origin and the special role of coherent water in living systems - ResearchGate, accessed April 29, 2025, https://www.researchgate.net/publication/278966130_The_origin_and_the_special_role_of_coherent_water_in_living_systems
Water, The Cradle of Life via its Coherent Quantum Frequencies – Summary, accessed April 29, 2025, https://waterjournal.org/current-volume/geesink-summary/
Quantum biophysics of water - Open Access Journals, accessed April 29, 2025, https://www.openaccessjournals.com/articles/quantum-biophysics-of-water-12395.html
The origin and the special role of coherent water in living systems - EMMIND - Electromagnetic Mind, accessed April 29, 2025, https://www.emmind.net/openpapers_repos/Endogenous_Fields-Mind/Water_EMF/Exclusion_Zones/2014_The_origin_and_the_special_role_of_coherent_water_in_living_systems.pdf
The quantum mitochondrion and optimal health - PMC - PubMed Central, accessed April 29, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC5264502/
Proteins boost quantum coherence in bacteria – Physics World, accessed April 29, 2025, https://physicsworld.com/a/proteins-boost-quantum-coherence-in-bacteria/
Quantum in Biology - Quantum Science Concepts in Enhancing Sensing and Imaging Technologies - NCBI Bookshelf, accessed April 29, 2025, https://www.ncbi.nlm.nih.gov/books/NBK575116/
Quantum Biology in Protein Conformational Dynamics - Analysis of quantum tunneling and coherence in protein shape changes, folding pathways, and functional state transitions that enable biological catalysis and molecular recognition | Flashcards World, accessed April 29, 2025, https://flashcards.world/flashcards/sets/d03552da-2592-4ad2-9bf0-9eaddce61949/
Quantum states in proteins and protein assemblies: The essence of life? - Esalq, accessed April 29, 2025, http://www.esalq.usp.br/lepse/imgs/conteudo_thumb/Quantum-states-in-proteins-and-protein-assemblies-The-essence-of-life.pdf
Quantum physics meets biology - PMC - PubMed Central, accessed April 29, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC2839811/
Quantum Coherent-like State Observed in a Biological Protein for the First Time - AIP.ORG, accessed April 29, 2025, https://www.aip.org/publishing/journal-highlights/quantum-coherent-state-observed-biological-protein-first-time
Does quantum mechanics play a role in protein folding? - Chemistry Stack Exchange, accessed April 29, 2025, https://chemistry.stackexchange.com/questions/53843/does-quantum-mechanics-play-a-role-in-protein-folding
A Perspective on Protein Structure Prediction Using Quantum Computers - ACS Publications, accessed April 29, 2025, https://pubs.acs.org/doi/10.1021/acs.jctc.4c00067
uwaterloo.ca, accessed April 29, 2025, https://uwaterloo.ca/institute-for-quantum-computing/resources/quantum-101/qist/qubits#:~:text=Just%20like%20classical%20bits%2C%20a,entangled%20with%20other%20quantum%20bits.
Qubits | Institute for Quantum Computing - University of Waterloo, accessed April 29, 2025, https://uwaterloo.ca/institute-for-quantum-computing/resources/quantum-101/qist/qubits
Quantum Computers, accessed April 29, 2025, https://www.umsl.edu/~siegelj/information_theory/projects/Bajramovic/www.umsl.edu/_abdcf/Cs4890/link3.html
Quantum computing - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Quantum_computing
Qubit basis states - Quantum Inspire, accessed April 29, 2025, https://www.quantum-inspire.com/kbase/qubit-basis-states/
Quantum Computing Explained | NIST, accessed April 29, 2025, https://www.nist.gov/quantum-information-science/quantum-computing-explained
'Tiny particles with big promise': The atomic key to TU/e's quantum computers - Eindhoven University of Technology, accessed April 29, 2025, https://www.tue.nl/en/news-and-events/news-overview/07-04-2025-tiny-particles-with-big-promise-the-atomic-key-to-tues-quantum-computers
Need a dumbed-down analogy explaining the difference between quantum superposition and classical superposition : r/AskPhysics - Reddit, accessed April 29, 2025, https://www.reddit.com/r/AskPhysics/comments/18oqszy/need_a_dumbeddown_analogy_explaining_the/
Quantum Computing: Some Analogies - Cronokirby, accessed April 29, 2025, https://cronokirby.com/posts/2021/07/quantum_computing_analogies/
Superposition and entanglement - Quantum Inspire, accessed April 29, 2025, https://www.quantum-inspire.com/kbase/superposition-and-entanglement/
An Intuitive Explanation of Quantum Mechanics - LessWrong, accessed April 29, 2025, https://www.lesswrong.com/posts/apbcLXz5zB7PXfgg2/an-intuitive-explanation-of-quantum-mechanics
Quantum Superposition, Explained Without Woo Woo - YouTube, accessed April 29, 2025, https://www.youtube.com/watch?v=ZUipVyVOm-Y
Superposition, Interference and Decoherence - Quantum Theory and the Uncertainty Principle - The Physics of the Universe, accessed April 29, 2025, https://www.physicsoftheuniverse.com/topics_quantum_superposition.html
Quantum Superpositions and the Representation of Physical Reality Beyond Measurement Outcomes and Mathematical Structures - PhilSci-Archive, accessed April 29, 2025, https://philsci-archive.pitt.edu/11981/1/de_Ronde_-_Qunatum_Superpositions_-_FOS_2016.pdf
A Comparative Analysis of Interpretations Addressing the Measurement Problem in Quantum Mechanics - The Cupola: Scholarship at Gettysburg College, accessed April 29, 2025, https://cupola.gettysburg.edu/cgi/viewcontent.cgi?article=2201&context=student_scholarship
What experimental proof of quantum superposition do we have? - Physics Stack Exchange, accessed April 29, 2025, https://physics.stackexchange.com/questions/789177/what-experimental-proof-of-quantum-superposition-do-we-have
en.wikipedia.org, accessed April 29, 2025, https://en.wikipedia.org/wiki/Wave_function_collapse#:~:text=If%20the%20wave%20function%20merely,necessarily%20obey%20a%20wave%20equation.
Finite-time quantum-to-classical transition for a Schr\"odinger-cat state | Phys. Rev. A, accessed April 29, 2025, https://link.aps.org/doi/10.1103/PhysRevA.84.012121
Quantum decoherence - Wikipedia, accessed April 29, 2025, https://en.wikipedia.org/wiki/Quantum_decoherence
Wojciech Zurek. “Decoherence and the Transition from Quantum to Classical— Revisited.”, accessed April 29, 2025, https://www3.nd.edu/~dhoward1/Zurek%20Dechorenece%20and%20the%20Transition%20from%20Quantum%20the%20Classical-Revisited.pdf
Where does Quantum mechanics end and classical physics come up? - Reddit, accessed April 29, 2025, https://www.reddit.com/r/AskPhysics/comments/16oxszd/where_does_quantum_mechanics_end_and_classical/
Quant…"