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Presents EAMS, a lightweight equivariant mesh segmentation framework that generalizes across anatomical tasks, showing a trade-off between equivariance and accuracy on subtle features.
ConTact introduces a contact-then-act architecture for antibody CDR design that explicitly decomposes the task into interface reasoning, contact prediction, and contact-gated sequence generation, achieving state-of-the-art structural quality and epitope awareness on the Chimera-Bench benchmark.