Atomic Uncertainty Pinpoints Critical Failure Structures for Trustworthy Molecular Property Prediction
AUINet is introduced, an atomic uncertainty-aware iterative network that quantifies and refines uncertainty at the atomic scale and establishes a new paradigm for trustworthy molecular property prediction.