2025
On the Benefits of Memory for Modeling Time-Dependent PDEs
ICLR 2025oral
Data-driven techniques have emerged as a promising alternative to traditional numerical methods for solving PDEs. For time-dependent PDEs, many approaches are Markovian---the evolution of the trained system only depends on the current state, and not the past states. In this work, we investigate the…