2 papers
cond-mat.stat-mech2025
Optimal Computation from Fluctuation Responses
Jinghao Lyu, Kyle J. Ray, James P. Crutchfield
The energy cost of computation has emerged as a central challenge at the intersection of physics and computer science. Recent advances in statistical physics -- particularly in sto…
cond-mat.stat-mech2025
Learning Stochastic Thermodynamics Directly from Correlation and Trajectory-Fluctuation Currents
Jinghao Lyu, Kyle J. Ray, James P. Crutchfield
Markedly increased computational power and data acquisition have led to growing interest in data-driven inverse dynamics problems. These seek to answer a fundamental question: What…