HydroSophy

About

We work on AI for Science โ€” mostly molecular modeling, multimodal foundation models, and the benchmarks / datasets / evaluation tools that go with them.

Projects

๐Ÿงช ToxiMol  ยท  KDD 2026 Oral

Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification?

A benchmark for molecular toxicity repair with MLLMs โ€” 660 toxic molecules, 11 repair tasks, multimodal inputs (SMILES + 2D structures), plus the companion ToxiEval evaluation framework.

๐Ÿ“Š Dataset  |  ๐Ÿ“„ Paper  |  ๐Ÿ”ฌ Code

๐Ÿ” ToxiEval-ZKP  ยท  IFAC BIKA Best Paper Award

ToxiEval-ZKP: A Structure-Private Verification Framework for Molecular Toxicity Repair Tasks

A structure-private, verifiable evaluation framework for molecular toxicity repair built on zero-knowledge proofs.

๐Ÿ“„ Paper  |  ๐Ÿ”ฌ Code (coming soon)

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