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The Metagame of Interpretability and Meta-Attributions (NeurIPS'26)

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Metagame [NeurIPS 2026]

arXiv Conference

This repository is a code supplement to the following paper:

Hubert Baniecki, Przemyslaw Biecek, Fabian Fumagalli. The Metagame of Interpretability and Meta-Attributions. NeurIPS 2026

TL;DR: We introduce meta-attributions, which decompose any feature attribution into directional interactions via Shapley values, and we apply them to interpret language and multimodal transformers.

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The Metagame of Interpretability and Meta-Attributions (NeurIPS'26)

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