Circuit-based metrics from Vision Transformer internals provide better label-free proxies for generalization under distribution shift than existing methods like model confidence.
Interpbench: Semi-synthetic trans- formers for evaluating mechanistic interpretability tech- niques.Advances in Neural Information Processing Systems, 37:92922–92951
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Inside-Out: Measuring Generalization in Vision Transformers Through Inner Workings
Circuit-based metrics from Vision Transformer internals provide better label-free proxies for generalization under distribution shift than existing methods like model confidence.