LNN-PINN: A Unified Physics-Only Training Framework with Liquid Residual Blocks

Ze Tao, Hanxuan Wang, Fujun Liu

Physics-informed neural networks (PINNs) have attracted considerable attention for their ability to integrate partial differential equation priors into deep learning frameworks; ho…