bioRxiv

Structure-free, site-resolved contrastive learning extends small-molecule discovery beyond the reach of structure-based modeling

The model paper. Ptarmigan-1 co-embeds protein residues and small molecules without predicting a pose, screening billions of compounds across the human proteome in under a day — and reaching disordered targets where co-folding falls to near-random.