Thermodynamics of Learning and Computation

Presentations

• Thermodynamics of Molecular Information Processing

  ORAL · Invited

  March 20, 2025, 11:30 AM – March 20, 2025, 12:06 PM

  Presenters

  • Thomas E Ouldridge

    • Imperial College

  Authors

  • Thomas E Ouldridge

    • Imperial College

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• Learning Gibbs distributions from metastable states

  ORAL

  March 20, 2025, 12:06 PM – March 20, 2025, 12:18 PM

  Publication: Jayakumar, A., Lokhov, A. Y., Misra, S., & Vuffray, M. (2024). Discrete distributions are learnable from metastable samples. arXiv preprint arXiv:2410.13800.

  Presenters

  • Abhijith Jayakumar

    • Los Alamos National Laboratory (LANL)

  Authors

  • Abhijith Jayakumar

    • Los Alamos National Laboratory (LANL)

  • Andrey Y Lokhov

    • Los Alamos National Laboratory (LANL)
    • Los Alamos National Laboratory

  • Sidhant Misra

    • Los Alamos National Laboratory (LANL)

  • Marc Vuffray

    • Los Alamos National Laboratory (LANL)

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 20, 2025, 12:18 PM – March 20, 2025, 12:30 PM

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• Optomechanical Reservoir Computing

  ORAL

  March 20, 2025, 12:30 PM – March 20, 2025, 12:42 PM

  Publication: Optomechanical Reservoir Computing (paper in preparation) by Kiyabu et al.

  Presenters

  • Steven Kiyabu

    • BlueHalo

  Authors

  • Steven Kiyabu

    • BlueHalo

  • Daniel Nelson

    • BlueHalo

  • John Thomson

    • UES, Inc.

  • Benjamin Schultz

    • UES, Inc.

  • Timothy Vincent

    • BlueHalo

  • Nathan Hertlein

    • Air Force Research Laboratory

  • Andrew Gillman

    • Air Force Research Laboratory

  • Amanda Criner

    • Air Force Research Laboratory

  • Philip Buskohl

    • Air Force Research Laboratory

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• Learning Entropy Production from Underdamped Langevin Trajectories

  ORAL

  March 20, 2025, 12:42 PM – March 20, 2025, 12:54 PM

  Publication: 1: A submitted preprint: https://arxiv.org/abs/2405.12305
  2: planned manuscript, called "A machine learning approach to langevin dynamics estimation"

  Presenters

  • Kyle J Ray

    • University of California, Davis

  Authors

  • Kyle J Ray

    • University of California, Davis

  • Jinghao Lyu

    • University of California, Davis

  • James P Crutchfield

    • University of California, Davis

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• The Thermodynamic Costs of Running Hopfield Networks through Sequences of Memories

  ORAL

  March 20, 2025, 12:54 PM – March 20, 2025, 1:06 PM

  Presenters

  • Spencer Rooke

    • University of Pennsylvania

  Authors

  • Spencer Rooke

    • University of Pennsylvania

  • Qingyue Wu

    • University of Pennsylvania

  • David H Wolpert

    • Santa Fe Institute
    • Santa Fe Institutue

  • Vijay Balasubramanian

    • University of Pennsylvania

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• First and Second Laws of Information Processing in Maxwellian Ratchets

  ORAL

  March 20, 2025, 1:06 PM – March 20, 2025, 1:18 PM

  Publication: M. T. Semaan and J. P. Crutchfield. "First and second laws of information processing by nonequilibrium dynamical states," PRE 107 (054132) (2023).

  Presenters

  • Mikhael T Semaan

    • University of Utah

  Authors

  • Mikhael T Semaan

    • University of Utah

  • James P Crutchfield

    • University of California, Davis
    • UC Davis

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• Thermodynamic cost of computing: from logic circuits to RASP

  ORAL

  March 20, 2025, 1:18 PM – March 20, 2025, 1:30 PM

  Presenters

  • David H Wolpert

    • Santa Fe Institute
    • Santa Fe Institutue

  Authors

  • David H Wolpert

    • Santa Fe Institute
    • Santa Fe Institutue

  • Abhishek Yadav

    • IISER Kolkata
    • Santa fe institute

  • Francesco Caravelli

    • Los Alamos National Laboratory (LANL)

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• Minimal Thermodynamic Cost of Communicaiton

  ORAL

  March 20, 2025, 1:30 PM – March 20, 2025, 1:42 PM

  Publication: https://arxiv.org/pdf/2410.14920

  Presenters

  • Abhishek Yadav

    • IISER Kolkata
    • Santa fe institute

  Authors

  • Abhishek Yadav

    • IISER Kolkata
    • Santa fe institute

  • David Wolpert

    • Santa Fe Institute

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• Circuit complexity theory for thermodynamic resource costs

  ORAL

  March 20, 2025, 1:42 PM – March 20, 2025, 1:54 PM

  Presenters

  • Mahran Yousef

    • Amherst College

  Authors

  • Mahran Yousef

    • Amherst College

  • David H Wolpert

    • Santa Fe Institute
    • Santa Fe Institutue

  • Abhishek Yadav

    • IISER Kolkata
    • Santa fe institute

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• Controlled Erasure as a Building Block for Universal Thermodynamically-Robust Dynamical Computing

  ORAL

  March 20, 2025, 1:54 PM – March 20, 2025, 2:06 PM

  Presenters

  • Christian Pratt

    • University of California-Davis

  Authors

  • Christian Pratt

    • University of California-Davis

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• Beyond Linear Response: Equivalence between Thermodynamic Geometry and Optimal Transport

  ORAL

  March 20, 2025, 2:06 PM – March 20, 2025, 2:18 PM

  Publication: https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.133.057102

  Presenters

  • Adrianne Zhong

    • University of California, Berkeley

  Authors

  • Adrianne Zhong

    • University of California, Berkeley

  • Michael R DeWeese

    • University of California, Berkeley
    • UC Berkeley

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• Optimal Finite-time Maxwell's Demons in Langevin Systems

  ORAL

  March 20, 2025, 2:18 PM – March 20, 2025, 2:30 PM

  Publication: Takuya Kamijima, Asuka Takatsu, Ken Funo, and Takahiro Sagawa, arXiv:2410.11603

  Presenters

  • Takuya Kamijima

    • Univ of Tokyo

  Authors

  • Takuya Kamijima

    • Univ of Tokyo

  • Asuka Takatsu

    • Tokyo Metropolitan University

  • Ken Funo

    • Univ of Tokyo
    • University of Tokyo

  • Takahiro Sagawa

    • Univ of Tokyo
    • University of Tokyo
    • The University of Tokyo
    • Department of Applied Physics, The University of Tokyo

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