2025
Uncertainty Quantification for Physics-Informed Neural Networks with Extended Fiducial Inference
NeurIPS 2025poster
Uncertainty quantification (UQ) in scientific machine learning is increasingly critical as neural networks are widely adopted to tackle complex problems across diverse scientific disciplines. For physics-informed neural networks (PINNs), a prominent model in scientific machine learning, uncertain…