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Diffusion language models are versatile protein learners

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Evolutionary Profiles for Protein Fitness Prediction

cs.LG · 2025-10-08 · unverdicted · novelty 5.0

EvoIF integrates within-family and cross-family evolutionary signals into a compact model to achieve competitive or state-of-the-art zero-shot fitness prediction on ProteinGym using only 0.15% of typical training data.

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  • Evolutionary Profiles for Protein Fitness Prediction cs.LG · 2025-10-08 · unverdicted · none · ref 26

    EvoIF integrates within-family and cross-family evolutionary signals into a compact model to achieve competitive or state-of-the-art zero-shot fitness prediction on ProteinGym using only 0.15% of typical training data.