2 papers
cond-mat.stat-mech2026
Dynamical Partition Functions of Stochastic Dynamics via Variational Flows
Zequn Lin, Ying Tang
Nonequilibrium thermodynamics is governed by the dynamical partition function, and its computation in high-dimensional continuous-state dynamics is a longstanding challenge. The Fe…
nlin.AO2023
Learning noise-induced transitions by multi-scaling reservoir computing
Zequn Lin, Zhaofan Lu, Zengru Di +1
Noise is usually regarded as adversarial to extract the effective dynamics from time series, such that the conventional data-driven approaches usually aim at learning the dynamics…