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and Thiessen, Paul A

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cs.LG 1

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2026 1

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Structure-guided molecular design with contrastive 3D protein-ligand learning

cs.LG · 2026-04-21 · unverdicted · novelty 6.0

An SE(3)-equivariant transformer encodes 3D protein-ligand interactions via contrastive learning for zero-shot virtual screening, and these embeddings condition a multimodal chemical language model to autoregressively generate target-specific molecules with favorable predicted binding properties.

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  • Structure-guided molecular design with contrastive 3D protein-ligand learning cs.LG · 2026-04-21 · unverdicted · none · ref 17

    An SE(3)-equivariant transformer encodes 3D protein-ligand interactions via contrastive learning for zero-shot virtual screening, and these embeddings condition a multimodal chemical language model to autoregressively generate target-specific molecules with favorable predicted binding properties.