Uncertainty Quantification for Forward and Inverse Problems of PDEs via Latent Global Evolution

2 code implementations • 13 Feb 2024 • Tailin Wu, Willie Neiswanger, Hongtao Zheng, Stefano Ermon, Jure Leskovec

Deep learning-based surrogate models have demonstrated remarkable advantages over classical solvers in terms of speed, often achieving speedups of 10 to 1000 times over traditional partial differential equation (PDE) solvers.

Decision Making Uncertainty Quantification