Thermodynamics of Learning and Computation

Presentations

• Thermodynamics of Molecular Information Processing

  ORAL · Invited

  March 20, 2025, 2:30 PM – March 20, 2025, 3:06 PM

  Presenters

  • Thomas E Ouldridge

    Imperial College

  Authors

  • Thomas E Ouldridge

    Imperial College

  View abstract →

• Learning Gibbs distributions from metastable states

  ORAL

  March 20, 2025, 3:06 PM – March 20, 2025, 3:18 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)

  View abstract →

• Abstract Withdrawn

  ORAL Withdrawn

  March 20, 2025, 3:18 PM – March 20, 2025, 3:30 PM

  View abstract →

• Optomechanical Reservoir Computing

  ORAL

  March 20, 2025, 3:30 PM – March 20, 2025, 3:42 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

  View abstract →

• Learning Entropy Production from Underdamped Langevin Trajectories

  ORAL

  March 20, 2025, 3:42 PM – March 20, 2025, 3:54 PM

  Publication: 1: A submitted preprint: https://arxiv.org/abs/2405.12305<br>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

  View abstract →

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

  ORAL

  March 20, 2025, 3:54 PM – March 20, 2025, 4:06 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

  View abstract →

• First and Second Laws of Information Processing in Maxwellian Ratchets

  ORAL

  March 20, 2025, 4:06 PM – March 20, 2025, 4:18 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

  View abstract →

• Thermodynamic cost of computing: from logic circuits to RASP

  ORAL

  March 20, 2025, 4:18 PM – March 20, 2025, 4:30 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)

  View abstract →

• Minimal Thermodynamic Cost of Communicaiton

  ORAL

  March 20, 2025, 4:30 PM – March 20, 2025, 4:42 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

  View abstract →

• Circuit complexity theory for thermodynamic resource costs

  ORAL

  March 20, 2025, 4:42 PM – March 20, 2025, 4:54 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

  View abstract →

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

  ORAL

  March 20, 2025, 4:54 PM – March 20, 2025, 5:06 PM

  Presenters

  • Christian Pratt

    University of California-Davis

  Authors

  • Christian Pratt

    University of California-Davis

  View abstract →

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

  ORAL

  March 20, 2025, 5:06 PM – March 20, 2025, 5:18 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

  View abstract →

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

  ORAL

  March 20, 2025, 5:18 PM – March 20, 2025, 5:30 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

  View abstract →