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Open access Aug 2026

MAXWELL: Calibrating the probabilistic outputs of protein language models to the mutation-induced stability change landscape

MAXWELL (Matrix-wise Landscape Learning), a novel post-training method that calibrates the probabilistic outputs learned by protein language models during pretraining to generate mutational landscapes that quantify the effects of individual amino acid substitutions on protein stability, is introduced.

Mingchen Li, Xiaoran Cheng, Fan Jiang et al. · 0 citations