Robert Spekkens: The invasion of physics by information theory

Rotman Institute of Philosophy
24 Jul 201880:49
EducationalLearning
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TLDRThe talk introduces the concept of resource theory in physics, emphasizing the impact of information theory on physical theories. It contrasts two types of revolutions in physics: direct empirical theory replacement and gradual perspective changes. The speaker highlights the role of information theory in reconsidering and generalizing existing frameworks, particularly through resource theories such as entanglement and symmetry. The discussion extends to measures of resources, the significance of partial orders, and their application in quantum information and thermodynamics, culminating in a reevaluation of the second law of thermodynamics and Maxwell's demon problem.

Takeaways
  • ๐ŸŒŸ The talk introduces the concept of resource theory in physics, emphasizing its importance in providing new perspectives on existing physical theories.
  • ๐Ÿ” The speaker contrasts two types of revolutions in physics: one where a new theory supplants an old one, and another that is a gradual change in perspective without overthrowing existing theories.
  • ๐Ÿ“š Information theory is positioned as a critical framework for reconsidering and generalizing physical principles, potentially paving the way for future theories.
  • ๐Ÿ’ก The resource theory approach is characterized by a pragmatist perspective, focusing on what agents can control or know about physical systems, rather than a dynamical system approach.
  • ๐ŸŒ Examples of resource theories include quantum entanglement, symmetry, and thermodynamics, where resources are properties or states that deviate from the norm, like non-thermal equilibrium states.
  • ๐Ÿ“ˆ The abstract structure of resource theories involves a process theory and a subset of free processes, leading to a partitioned theory that defines what is considered 'free'.
  • ๐Ÿ”„ Central to resource theories is the question of resource conversion, examining the possibility of transforming one resource into another using only free processes.
  • ๐Ÿ“Š Measures of resources are essential in characterizing the partial order of resources, with the understanding that typically multiple measures are needed to fully describe the resource structure.
  • ๐Ÿ”‘ Information theory plays a crucial role in resource theories, particularly in defining measures of asymmetry and aiding in the understanding of state conversions.
  • ๐Ÿ”ฎ The applications of resource theories extend to areas in physics that may not seem directly related to information, such as symmetry breaking and thermodynamics.
  • ๐Ÿš€ The talk concludes by highlighting the potential of resource theories to provide a deeper understanding of physical principles and possibly guide the development of new theories.
Q & A
  • What is the main thesis of the speaker's talk on the role of information theory in physics?

    -The main thesis is about the importance of information theory in physics, suggesting that it can provide a new perspective on existing physical theories, potentially paving the way for future revolutions in physics.

  • What are the two kinds of revolutions in physics mentioned by the speaker?

    -The first kind is where a new theory supplants an old one with different empirical predictions. The second kind is a gradual change in perspective on existing theories without overthrowing them.

  • Can you explain the concept of 'resource theory' as introduced by the speaker?

    -Resource theory is an abstract framework used to understand and quantify the value of resources in various physical contexts. It characterizes what agents can control or know about physical systems based on the fundamental laws of physics.

  • What is the difference between the dynamical systems approach and the pragmatist approach in physics according to the speaker?

    -The dynamical systems approach focuses on describing the natural behavior of a system without reference to agents or purposes, while the pragmatist approach is about characterizing the in-principle possibilities of what agents may be able to control or know about physical systems.

  • What is an example of a resource in quantum information theory mentioned by the speaker?

    -Entanglement is an example of a resource in quantum information theory. It was initially not considered a resource, but later it was realized that entanglement could be used to perform tasks such as quantum teleportation.

  • What is the significance of the 'process theory' in the context of resource theories?

    -Process theory is a framework that defines systems and processes that can be implemented, such as transformations between different types of systems. It is the basis for defining resource theories by identifying a subset of processes as 'free' operations.

  • What is the role of measures in resource theories?

    -Measures in resource theories are functions that quantify the amount of a resource and should not increase under free processes. They help in characterizing the partial order of resources and are essential for understanding the convertibility between different resource states.

  • How does the speaker connect information theory with the resource theory of symmetry?

    -The speaker connects information theory with the resource theory of symmetry by showing that the ability to convert one state to another under symmetric operations is equivalent to the ability to transform one encoding of a classical variable to another under any data processing.

  • What is the relevance of the Curie principle in the context of the resource theory of symmetry?

    -The Curie principle, which states that any asymmetry in physical facts must be found in its causes, is used to motivate the resource theory of symmetry. It underpins the idea that measures of symmetry should not increase under symmetric operations.

  • Can you provide an example of a measure of asymmetry derived from information theory as mentioned by the speaker?

    -One example is the measure derived from the quantum entropy, where the state is averaged over all rotations of the state. The difference in entropy before and after averaging gives a measure of asymmetry.

  • What is the significance of the resource theory of thermodynamics in addressing the deficiencies of the second law of thermodynamics?

    -The resource theory of thermodynamics provides a framework to analyze state transitions for non-equilibrium states and open systems, which the traditional second law does not cover. It offers a more comprehensive understanding of the constraints on state transitions arising from thermal operations.

  • What are the necessary conditions for a state transition in the resource theory of thermodynamics?

    -The necessary conditions for a state transition in the resource theory of thermodynamics are that the transition must be possible through thermal operations, which are constrained by energy conservation and the preparation of systems in a thermal state at a fixed temperature.

  • How does the speaker relate the resource theory approach to the concept of Maxwell's demon?

    -The speaker suggests that the resource theory approach can vindicate the Landauer-Bennett response to Maxwell's demon problem by treating the demon's memory as a resource of aethermality. The initialized memory of the demon is a resource that can be used to extract work, and its capacity is limited by the original memory capacity.

  • What is the connection between the asymmetry properties of a state and its capacity to encode information?

    -The asymmetry properties of a state are related to its capacity to encode information about the symmetry group. The speaker argues that the measures of asymmetry are actually measures of information carrying capacity, which is an information theoretic notion.

  • What is the role of information theory in deriving measures of aethermality?

    -Information theory helps in deriving measures of aethermality by establishing a connection between the question of state transitions under thermal operations and questions about information encoding and data processing.

  • What are the open problems in the resource theory of quantum information that the speaker mentions?

    -The open problems mentioned by the speaker include finding necessary and sufficient conditions for state convertibility in the resource theory of quantum information, and characterizing the time-translation asymmetry properties of states in the resource theory of thermodynamics.

Outlines
00:00
๐Ÿ“˜ Introduction to Resource Theory

The speaker introduces the concept of resource theory and its relevance to information theory in physics. They highlight the differences between two types of revolutions in physics: one where a new theory supplants an old one through empirical predictions and tests, and another where a change in perspective occurs without overthrowing existing theories. The talk aims to show how information theory can provide a new framework for understanding physical theories and solving problems.

05:02
๐Ÿ” Understanding Resource Theory in Quantum Information

The speaker discusses the idea of resource theory in quantum information, using entanglement as an example. Initially, entanglement wasn't considered a resource, but it was later recognized for its utility in performing quantum operations. The concept of free operations (those that don't consume resources) and resource conversion is explained, with examples like symmetric operations and thermal operations in different contexts.

10:03
๐Ÿ”„ Resource Conversion and Partial Orders

The focus shifts to how resources can be converted within a process theory framework. The speaker explains the concept of free processes and how they can be characterized to determine if one resource can be converted into another. They introduce the idea of partial orders and measures of resources, highlighting that no single measure can capture the entire partial order, thus requiring multiple measures for a complete understanding.

15:05
๐Ÿง  Information Theory as a Resource

This section briefly touches on the resource theory of information, specifically in the context of quantum encodings of classical data. The speaker discusses how different quantum states can encode classical information and how the quality of these encodings can be compared using measures that respect data processing inequalities. The concept of non-increasing measures under data processing is emphasized.

20:06
๐ŸŒ€ Resource Theory of Symmetry

The speaker introduces the resource theory of symmetry, using Curie's principle as a foundation. They describe symmetric operations in quantum theory and how these operations can be used to understand state conversions. The talk explains the limitations of Noether's theorem in the context of open systems and how measures of asymmetry can address these limitations, providing a broader framework for understanding symmetry in physical systems.

25:09
๐Ÿ” Detailed Examples of Symmetric Operations

Examples of symmetric operations and state conversions are given, focusing on rotational symmetry. The speaker explains how symmetric operations can be realized through specific interactions and how they relate to Noether's theorem. The discussion extends to open systems and the need for measures of asymmetry that apply to both closed and open systems, illustrating the non-trivial nature of finding these measures.

30:09
๐Ÿ” Open System Dynamics and Asymmetry Measures

The speaker continues discussing the deficiencies of Noether's theorem in open systems and introduces measures of asymmetry that apply to open system dynamics. They explain how these measures provide monotonicity constraints similar to the second law of thermodynamics and how they can be used to derive conservation laws for closed system dynamics.

35:10
๐ŸŒ Bridging Information Theory and Asymmetry

A key part of the talk, this section bridges information theory and the resource theory of asymmetry. The speaker explains how questions about state transformations in the context of asymmetry can be rephrased as information theory problems. They provide a 'physicist's proof' to show the equivalence of these two perspectives, emphasizing the role of information theory in understanding asymmetry.

40:13
๐Ÿ“ Measures of Asymmetry

The speaker elaborates on how measures of asymmetry can be derived from standard measures of information. They provide examples of different measures, such as the Holevo quantity and the 1-norm distance, and discuss how these measures apply to various problems in symmetry breaking and quantum information theory. The talk highlights the importance of having multiple measures to fully understand asymmetry properties.

45:13
๐ŸŒก๏ธ Resource Theory of Athermality

Moving on to the resource theory of athermality, the speaker introduces the second law of thermodynamics and its standard formulations. They point out the deficiencies of these formulations and propose a resource theory approach to overcome them. This approach defines free operations in terms of energy-conserving unitaries and thermal states, allowing for a more comprehensive understanding of state transitions and the role of thermal equilibrium.

50:14
๐Ÿ”ฅ Measures of Athermality

The speaker explains how the resource theory of athermality provides necessary conditions for state transitions by introducing measures of athermality. These measures are functions that are non-increasing under thermal operations, similar to measures in information theory. The talk discusses how these measures apply to time translation invariant states and proposes a conjecture for their applicability to more general states.

55:16
๐Ÿ’ก Applications and Open Problems

This section covers the practical applications of the resource theory of athermality and symmetry. The speaker provides examples of how these theories can be used to solve problems in thermodynamics and quantum information. They also highlight open problems, such as finding complete sets of conditions for state convertibility and fully characterizing the partial orders of resources.

00:16
๐Ÿ”„ Connecting Resource Theories

The speaker draws connections between different resource theories, showing how the principles of information theory apply across various domains. They discuss the implications of these connections for understanding state transitions, the role of symmetries, and the limits of physical processes. The talk emphasizes the overarching principle that information cannot be increased under data processing, tying together the themes of the conference.

05:17
๐Ÿ”ฌ Revisiting Classical Thermodynamics

The final section revisits classical thermodynamics from the perspective of resource theories. The speaker argues that many traditional thermodynamic principles can be reinterpreted using the language of resource theories and information theory. They discuss how this new perspective can provide deeper insights into the nature of physical laws and the limitations of current theories.

Mindmap
Keywords
๐Ÿ’กInformation Theory
Information theory is a branch of applied mathematics and electrical engineering involving the quantification of information. In the context of the video, it serves as a foundational concept for understanding the role of information in physics. The speaker discusses how information theory can provide a new perspective on physical theories and principles, such as quantum mechanics and thermodynamics. For example, the talk explores the application of information theory to quantum information, where quantum states can be used to encode classical data.
๐Ÿ’กResource Theory
Resource theory is an abstract framework used to study the transformation and manipulation of certain 'resources' under a set of allowed operations. The video introduces resource theory as a way to analyze information as a resource in the context of physics. The speaker explains that resource theories can be applied to various areas in physics, such as quantum entanglement and thermodynamics, to understand the constraints and possibilities of physical processes involving these resources.
๐Ÿ’กQuantum Entanglement
Quantum entanglement is a phenomenon in quantum mechanics where two or more particles become interconnected and the state of one particle cannot be described independently of the state of the others, even when the particles are separated by large distances. In the video, entanglement is discussed as a resource within the resource theory framework. The speaker mentions that entanglement can be used to perform tasks such as quantum teleportation, which is not possible with classical resources alone.
๐Ÿ’กThermodynamic Principles
Thermodynamic principles are a set of fundamental laws governing the transfer of heat and work in thermodynamic systems. The video contrasts these principles with information theory, suggesting that information theory can offer a new perspective on thermodynamics. The speaker uses the example of the second law of thermodynamics, which states that the total entropy of an isolated system can never decrease, to illustrate how information theory can provide a new way to understand and quantify thermodynamic processes.
๐Ÿ’กSymmetry Principles
Symmetry principles in physics refer to the properties of physical systems that remain unchanged under certain transformations, such as rotations or reflections. The video discusses how symmetry principles can be integrated with information theory to form a resource theory of symmetry. The speaker explains that measures of asymmetry can be derived from information theory, which can then be applied to understand constraints on state transitions in systems with symmetric dynamics.
๐Ÿ’กAction Principles
Action principles, such as the principle of least action in classical mechanics, are used to describe the behavior of physical systems by minimizing or maximizing a certain quantity, often related to energy or time. In the video, the speaker mentions action principles as an example of how existing physical theories can be reconsidered within the framework of information theory, potentially leading to new insights or generalizations.
๐Ÿ’กQuantum Information
Quantum information is the information that is processed using the principles of quantum mechanics. The video specifically discusses quantum encodings of classical data, where quantum states are used to represent classical information. The speaker explores how measures of information, such as entropy, can be applied to quantum states to understand the capacity of these states to carry and process information.
๐Ÿ’กTeleportation Protocol
The teleportation protocol in quantum mechanics is a method by which the state of a quantum system can be transmitted from one location to another, with the help of entanglement and classical communication. The video mentions this protocol as an example of how entanglement can be used as a resource to perform tasks that are not possible with classical resources alone.
๐Ÿ’กCurie's Principle
Curie's principle, named after Pierre Curie, is a concept in physics stating that any physical property of a system that exhibits symmetry must have a cause that also exhibits symmetry. In the video, the speaker discusses how this principle can be formalized within a resource theory of symmetry, leading to a quantitative version of the principle that relates to measures of asymmetry.
๐Ÿ’กMaxwell's Demon
Maxwell's demon is a thought experiment in thermodynamics proposed by James Clerk Maxwell, involving an entity that can increase the entropy of a system by selectively allowing fast or slow molecules to pass through a partition. The video touches on this concept to illustrate the discussion on the second law of thermodynamics and the potential role of information in thermodynamic processes.
Highlights

Introduction to the concept of resource theory in physics and its importance, particularly in the context of information theory.

Contrasting two types of revolutions in physics: the empirical theory replacement and the gradual perspective change within existing theories.

The role of information theory in providing a new perspective on physical theories without overthrowing them.

Exploring the abstract structure of resource theories and their philosophical underpinnings.

Examples of resource theories, including entanglement theory, symmetry principles, and thermal theories.

The process theory approach to understanding resource theories and the identification of free processes.

The significance of partial orders in resource theories and the implications for measuring resources.

The concept of measures of resource and the total order fallacy when it comes to quantifying resources.

An overview of the resource theory of information, focusing on quantum encodings of classical data.

The application of information theory to the resource theory of symmetry, breaking Curie's principle, and quantifying symmetry.

The connection between the resource theory of asymmetry and the rehabilitation of Noether's theorem.

The resource theory of thermodynamics and its relation to the second law, addressing its deficiencies and providing a rehabilitation.

Defining free operations in the resource theory of thermodynamics and the constraints they impose on state transitions.

The use of information theory to derive measures of thermodynamicality and the implications for necessary conditions on state transitions.

The rehabilitation of the second law of thermodynamics through the resource theory approach and its relation to the first law.

The challenges and open problems in finding necessary and sufficient conditions for state convertibility in resource theories.

The implications of the resource theory approach for understanding Maxwell's demon and the second law of thermodynamics.

Final thoughts on the information theoretic nature of physical properties and the principles derived from resource theories.

Transcripts
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