Defines meta-attributions as directional second-order Shapley values on attribution methods, proves hierarchical decomposition of attributions, and demonstrates applications in language models, vision-language encoders, and diffusion transformers.
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Attributions All the Way Down? The Metagame of Interpretability
Defines meta-attributions as directional second-order Shapley values on attribution methods, proves hierarchical decomposition of attributions, and demonstrates applications in language models, vision-language encoders, and diffusion transformers.