04:00
2026-05-26
arxiv.org
machine-learning
Overcoming "Physics Shock" in Earth Observation A Heteroscedastic Uncertainty Framework for PINN-based Flood Inference
A new Uncertainty-Aware Physics-Informed Neural Network (PINN) framework overcomes "Physics Shock" — catastrophic gradient divergence caused by enforcing rigid flood equations onto noisy satellite rad…