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Katarzyna Kaczmarek-Majer

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Consistency of Explanations in Evolving Supervised Learning Contexts

This work introduces a model-agnostic and explanation-agnostic index for quantifying the temporal consistency of automated explanations, and empirically demonstrates that the proposed index facilitates the quantification and localization of temporal instability in explanation streams.

M. Ostrowski, Katarzyna Kaczmarek-Majer, J. Alonso-Moral · 0 citations