Si-Cheng He

Memory-Conditioned Diffusion Model for Generalized Langevin Dynamics

Generalized Langevin equations describe non-Markovian dynamics in which the evolution of resolved variables depends on their past. We propose a memory-conditioned diffusion method for learning stochastic flow maps of these dynamics from observed trajectories, without identifying a memory kernel or reconstructing unreso...