Javier E. Santos

TRIE: An Evaluation Framework for Stochastic PDE Surrogates

Bharat Srikishan, Javier E. Santos, Nikhil Muralidhar, Charles D. Young

Many scientific systems exhibit uncertainty from stochastic forcing, unresolved degrees of freedom, or imperfect observations, making reliable surrogate forecasting fundamentally distributional rather than pointwise. For such systems, deterministic neural surrogates fail to captu…Read more