Cosmin I. Bercea

Medical imaging JEPAs systematically bias learned representations away from clinically relevant pathologies by prioritizing predictable anatomical context.

Frozen vision-language models can dramatically improve abnormality grounding in rare disease imaging by iteratively refining decisions through optimized instructions and visual perturbations.