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Darius Afchar

2 accepted papers

2021

Towards Rigorous Interpretations: a Formalisation of Feature Attribution

ICML 2021spotlight

Feature attribution is often loosely presented as the process of selecting a subset of relevant features as a rationale of a prediction. Task-dependent by nature, precise definitions of "relevance" encountered in the literature are however not always consistent. This lack of clarity stems from the f…