2025
BioCLIP 2: Emergent Properties from Scaling Hierarchical Contrastive Learning
NeurIPS 2025spotlight
Foundation models trained at scale exhibit remarkable emergent behaviors, learning new capabilities beyond their initial training objectives. We find such emergent behaviors in biological vision models via large-scale contrastive vision-language training. To achieve this, we first curate TreeOfLife-…