Equivariant Uncertainty for Interatomic Potentials

What Changed

Single-model UQ for aleatoric/epistemic uncertainty

Why It Matters

Enhances reliability of MD simulations for materials science. Enables uncertainty-aware active learning and extrapolation detection. Reduces computational costs over ensemble methods.

What To Do Next

Evaluate benchmark claims against your own use cases before adoption.