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Learning entropy production via neural networks

Learning entropy production via neural networks

9 March 2020
Dong-Kyum Kim
Youngkyoung Bae
Sangyun Lee
Hawoong Jeong
ArXivPDFHTML

Papers citing "Learning entropy production via neural networks"

7 / 7 papers shown
Title
Inferring entropy production in many-body systems using nonequilibrium MaxEnt
Inferring entropy production in many-body systems using nonequilibrium MaxEnt
Miguel Aguilera
Sosuke Ito
Artemy Kolchinsky
16
0
0
15 May 2025
Learning Stochastic Thermodynamics Directly from Correlation and Trajectory-Fluctuation Currents
Learning Stochastic Thermodynamics Directly from Correlation and Trajectory-Fluctuation Currents
Jinghao Lyu
Kyle J. Ray
James P. Crutchfield
AI4CE
58
0
0
26 Apr 2025
Foundation Inference Models for Markov Jump Processes
Foundation Inference Models for Markov Jump Processes
David Berghaus
K. Cvejoski
Patrick Seifner
C. Ojeda
Ramses J. Sanchez
47
1
0
10 Jun 2024
Inferring the Langevin Equation with Uncertainty via Bayesian Neural Networks
Inferring the Langevin Equation with Uncertainty via Bayesian Neural Networks
Youngkyoung Bae
Seungwoong Ha
Hawoong Jeong
73
2
0
02 Feb 2024
Information Theory Inspired Pattern Analysis for Time-series Data
Information Theory Inspired Pattern Analysis for Time-series Data
Yushan Huang
Yuchen Zhao
Alexander Capstick
Francesca Palermo
Hamed Haddadi
Payam Barnaghi
AI4TS
17
1
0
22 Feb 2023
Using Entropy Measures for Monitoring the Evolution of Activity Patterns
Using Entropy Measures for Monitoring the Evolution of Activity Patterns
Yushan Huang
Yuchen Zhao
Hamed Haddadi
Payam Barnaghi
13
1
0
04 Oct 2022
Attaining entropy production and dissipation maps from Brownian movies
  via neural networks
Attaining entropy production and dissipation maps from Brownian movies via neural networks
Youngkyoung Bae
Dong-Kyum Kim
Hawoong Jeong
14
1
0
29 Jun 2021
1