Papers
Topics
Authors
Recent
Detailed Answer
Quick Answer
Concise responses based on abstracts only
Detailed Answer
Well-researched responses based on abstracts and relevant paper content.
Custom Instructions Pro
Preferences or requirements that you'd like Emergent Mind to consider when generating responses
Gemini 2.5 Flash
Gemini 2.5 Flash 54 tok/s
Gemini 2.5 Pro 50 tok/s Pro
GPT-5 Medium 18 tok/s Pro
GPT-5 High 31 tok/s Pro
GPT-4o 105 tok/s Pro
Kimi K2 182 tok/s Pro
GPT OSS 120B 466 tok/s Pro
Claude Sonnet 4 36 tok/s Pro
2000 character limit reached

Observational entropy with general quantum priors (2308.08763v3)

Published 17 Aug 2023 in quant-ph

Abstract: Observational entropy captures both the intrinsic uncertainty of a thermodynamic state and the lack of knowledge due to coarse-graining. We demonstrate two interpretations of observational entropy, one as the statistical deficiency resulting from a measurement, the other as the difficulty of inferring the input state from the measurement statistics by quantum Bayesian retrodiction. These interpretations show that the observational entropy implicitly includes a uniform reference prior. Since the uniform prior cannot be used when the system is infinite-dimensional or otherwise energy-constrained, we propose generalizations by replacing the uniform prior with arbitrary quantum states that may not even commute with the state of the system. We propose three candidates for this generalization, discuss their properties, and show that one of them gives a unified expression that relates both interpretations.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (47)
  1. Fluctuation theorems with retrodiction rather than reverse processes. AVS Quantum Science, 3(4):045601, 2021.
  2. A strengthened data processing inequality for the belavkin–staszewski relative entropy. Reviews in Mathematical Physics, 32(02):2050005, 2020.
  3. Continuity of quantum entropic quantities via almost convexity. IEEE Transactions on Information Theory, 2023.
  4. Viacheslav P Belavkin and P Staszewski. C*superscript𝐶C^{*}italic_C start_POSTSUPERSCRIPT * end_POSTSUPERSCRIPT-algebraic generalization of relative entropy and entropy. In Annales de l’IHP Physique théorique, volume 37, pages 51–58, 1982.
  5. Fluctuation theorems from bayesian retrodiction. Phys. Rev. E, 103:052111, May 2021.
  6. Observational entropy, coarse-grained states, and the petz recovery map: information-theoretic properties and bounds. New Journal of Physics, 25(5):053002, may 2023.
  7. On the revision of probabilistic beliefs using uncertain evidence. Artificial Intelligence, 163(1):67 – 90, 2005.
  8. Man-Duen Choi. Completely positive linear maps on complex matrices. Linear algebra and its applications, 10(3):285–290, 1975.
  9. Gavin E. Crooks. Nonequilibrium Measurements of Free Energy Differences for Microscopically Reversible Markovian Systems. Journal of Statistical Physics, 90:1481–1487, 1998.
  10. Probabilistic bound on extreme fluctuations in isolated quantum systems. Phys. Rev. E, 101(3):032112, March 2020.
  11. Nonequilibrium fluctuations, fluctuation theorems, and counting statistics in quantum systems. Rev. Mod. Phys., 81:1665–1702, Dec 2009.
  12. Typical and extreme entropies of long-lived isolated quantum systems. Phys. Rev. A, 101(5):052101, May 2020.
  13. Ryusuke Hamazaki. Speed Limits for Macroscopic Transitions. PRX Quantum, 3(2):020319, April 2022.
  14. Different quantum f-divergences and the reversibility of quantum operations. Reviews in Mathematical Physics, 29(07):1750023, 2017.
  15. Quantum f-divergences and error correction. Reviews in Mathematical Physics, 23(07):691–747, 2011.
  16. R.C. Jeffrey. The logic of decision. McGraw-Hill, 1965.
  17. S. Kullback and R. A. Leibler. On information and sufficiency. Ann. Math. Statist., 22(1):79–86, 03 1951.
  18. Principles of quantum communication theory: A modern approach, 2020.
  19. Matthew S Leifer. Conditional density operators and the subjectivity of quantum operations. In AIP Conference Proceedings, volume 889, pages 172–186. American Institute of Physics, 2007.
  20. Irreversible entropy production: From classical to quantum. Rev. Mod. Phys., 93:035008, Sep 2021.
  21. Towards a formulation of quantum theory as a causally neutral theory of bayesian inference. Physical Review A, 88(5):052130, 2013.
  22. Ranjan Modak and S. Aravinda. Observational-entropic study of anderson localization. Phys. Rev. A, 106:062217, Dec 2022.
  23. Keiji Matsumoto. A new quantum version of f-divergence. In Nagoya Winter Workshop: Reality and Measurement in Algebraic Quantum Theory, pages 229–273. Springer, 2015.
  24. Taking snapshots of a quantum thermalization process: Emergent classicality in quantum jump trajectories. Phys. Rev. E, 102(4):042115, October 2020.
  25. Axioms for retrodiction: achieving time-reversal symmetry with a prior. Quantum, 7:1013, May 2023.
  26. J. Pearl. Probabilistic reasoning in intelligent systems: networks of plausible inference. Morgan Kaufmann, 1988.
  27. Denes Petz. Sufficient subalgebras and the relative entropy of states of a von neumann algebra. Comm. Math. Phys., 105:123–131, 1986.
  28. Denes Petz. Sufficiency of channels over von Neumann algebras. The Quarterly Journal of Mathematics, 39(1):97–108, 03 1988.
  29. Witnessing quantum chaos using observational entropy. Phys. Rev. E, 107:064204, Jun 2023.
  30. Quantum systems correlated with a finite bath: Nonequilibrium dynamics and thermodynamics. PRX Quantum, 2:010340, Mar 2021.
  31. Classical dynamical coarse-grained entropy and comparison with the quantum version. Phys. Rev. E, 102(3):032106, September 2020.
  32. A Brief Introduction to Observational Entropy. Foundations of Physics, 51(5):101, October 2021.
  33. Quantum coarse-grained entropy and thermalization in closed systems. Phys. Rev. A, 99(1):012103, January 2019.
  34. Quantum coarse-grained entropy and thermodynamics. Phys. Rev. A, 99(1):010101, January 2019.
  35. Clausius inequality for finite baths reveals universal efficiency improvements. Phys. Rev. E, 104(2):L022103, August 2021.
  36. Measuring energy by measuring any other observable. Phys. Rev. A, 108:022208, Aug 2023.
  37. Work extraction from unknown quantum sources. Phys. Rev. Lett., 130:210401, May 2023.
  38. Quantifying Information Extraction using Generalized Quantum Measurements. arXiv e-prints, page arXiv:2007.07246, July 2020.
  39. First and second law of quantum thermodynamics: A consistent derivation based on a microscopic definition of entropy. PRX Quantum, 2:030202, Aug 2021.
  40. Continuity bounds on observational entropy and measured relative entropies. arXiv e-prints, page arXiv:2302.00400, February 2023.
  41. Hisaharu Umegaki. On information in operator algebras. Proc. Japan Acad., 37(8):459–461, 1961.
  42. Hisaharu Umegaki. Conditional expectation in an operator algebra, iv (entropy and information). In Kodai Mathematical Seminar Reports, volume 14, pages 59–85. Department of Mathematics, Tokyo Institute of Technology, 1962.
  43. John von Neumann. Mathematical foundations of quantum mechanics. Princeton university press, 1955.
  44. John von Neumann. Proof of the ergodic theorem and the H-theorem in quantum mechanics. Translation of: Beweis des Ergodensatzes und des H-Theorems in der neuen Mechanik. European Physical Journal H, 35(2):201–237, November 2010.
  45. Dominik Šafránek. Ergotropic interpretation of entanglement entropy. arXiv e-prints, page arXiv:2306.08987, June 2023.
  46. Satosi Watanabe. Symmetry of physical laws. part iii. prediction and retrodiction. Rev. Mod. Phys., 27:179–186, Apr 1955.
  47. Satosi Watanabe. Conditional probabilities in physics. Progr. Theor. Phys. Suppl., E65:135–160, Jan 1965.
Citations (5)
List To Do Tasks Checklist Streamline Icon: https://streamlinehq.com

Collections

Sign up for free to add this paper to one or more collections.

Summary

We haven't generated a summary for this paper yet.

Dice Question Streamline Icon: https://streamlinehq.com

Follow-Up Questions

We haven't generated follow-up questions for this paper yet.

X Twitter Logo Streamline Icon: https://streamlinehq.com