Y Gao, W Li, JG Liu - arXiv preprint arXiv:2212.05675, 2022 - arxiv.org
We formulate a class of mean field games on a finite state space with variational principles resembling those in continuous-state mean field games. We construct a controlled continuity …
W Li, W Lee, S Osher - Journal of Computational Physics, 2022 - Elsevier
We formulate and compute a class of mean-field information dynamics for reaction-diffusion equations. Given a class of nonlinear reaction-diffusion equations and entropy type …
Y Gao, T Li, X Li, JG Liu - Multiscale Modeling & Simulation, 2023 - SIAM
We present a data-driven point of view for rare events, which represent conformational transitions in biochemical reactions modeled by overdamped Langevin dynamics on …
W Li, S Liu, S Osher - Journal of Computational Physics, 2023 - Elsevier
We study a class of variational problems for regularized conservation laws with Lax's entropy-entropy flux pairs. We first introduce a modified optimal transport space based on …
C Liu, Y Gao, X Zhang - Journal of Scientific Computing, 2024 - Springer
In this paper, we construct structure preserving schemes for solving Fokker–Planck equations associated with irreversible processes. The proposed method is first order in time …
Y Gao, JG Liu - SIAM Journal on Mathematical Analysis, 2023 - SIAM
This paper reinterprets the Freidlin–Wentzell variational construction of the rate function in the large deviation principle for invariant measures from the weak KAM perspective …
The interplay between stochastic processes and optimal control has been extensively explored in the literature. With the recent surge in the use of diffusion models, stochastic …
Macroscopic equations arising out of stochastic particle systems in detailed balance (called dissipative systems or gradient flows) have a natural variational structure, which can be …
Y Gao, JG Liu - Multiscale Modeling & Simulation, 2023 - SIAM
Chemical reactions can be modeled by a random time-changed Poisson process on countable states. The macroscopic behaviors, such as large fluctuations, can be studied via …