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The Hong Kong University of Science and Technology (, Southwest Minzu University
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Static protein binder designs typically lose nearly half their binding performance against alternate target conformations, but lightweight inference-time evolutionary adaptation cuts that degradation down to 4.4% in under three minutes without needing ensemble data.
