cs.LG, math.AP, math.FA, stat.ML

Unified generalization analysis for physics informed neural networks

arXiv:2605.13260v1 Announce Type: cross
Abstract: Physics-Informed Neural Networks (PINNs) and their variational counterparts (VPINNs) are neural networks that incorporate physical laws, making them useful for scientific problems. Existing generalizat…