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

LNN-PINN: A Unified Physics-Only Training Framework with Liquid Residual Blocks arXiv:2508.08935v4 Announce Type: cross 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 exhibit limited predictive accuracy when applied to complex problems. To address this issue, we propose LNN-PINN, a physics-informed neural network framework that incorpor