• Introduce a regularizer that uses unlabeled context data to encourage high uncertainty and smooth gradients in OOD regions
• Construct a covariance matrix from model embeddings to control prediction variance and enforce smoothness in guidance signals
• Evaluate on Small Molecules, Materials and Protein Sequences (Antibody)