LNN-PINN: A Unified Physics-Only Training Framework with Liquid Residual Blocks
arXiv:2508.08935v4 Announce Type: replace
Abstract: Physics-informed neural networks (PINNs) have attracted considerable attention for their ability to integrate partial differential equation priors into deep learning frameworks; however, they often e…