2 papers
stat.ML2026
Diagnosing the conditional-mean barrier in scientific machine-learning surrogates
Junfeng Chen
Many prediction tasks in computational science and engineering become one-to-many after coarse graining and partial observation. In such settings, deterministic surrogates trained…
cs.LG2025
DUE: A Deep Learning Framework and Library for Modeling Unknown Equations
Junfeng Chen, Kailiang Wu, Dongbin Xiu
Equations, particularly differential equations, are fundamental for understanding natural phenomena and predicting complex dynamics across various scientific and engineering discip…