most citedInstructPLM-mu: 1-Hour Fine-Tuning of ESM2 Beats ESM3 in Protein Mutation Predictions

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cs.CV2026

Support Operation Factorization: Compositional Readout of Frozen Vision Encoders under Controlled Interventions

Zhongyao Wang, Wanli Ouyang, Taoyong Cui +1

Compositional analysis of frozen vision encoders should determine both what changed and where it changed. Standard factor probes score these axes separately, however, and can rewar…