2 papers
cs.LG2026
SPADE: Faster Drug Discovery by Learning from Sparse Data
Rahul Nandakumar, Ben Fauber, Deepayan Chakrabarti
Drug discovery seeks molecules (ligands) that bind strongly and selectively to a target protein. However, fewer than 5% of candidate ligands pass the bar for even the early stages…
cs.LG2026
COPYCOP: Ownership Verification for Graph Neural Networks
Rahul Nandakumar, Deepayan Chakrabarti
Given two GNNs that output node embeddings, how can we determine if they were trained independently? An adversary could have trained one GNN specifically to mimic the other GNN's e…