Search Results for author: Philine Bommer

Found 2 papers, 2 papers with code

Finding the right XAI method -- A Guide for the Evaluation and Ranking of Explainable AI Methods in Climate Science

1 code implementation1 Mar 2023 Philine Bommer, Marlene Kretschmer, Anna Hedström, Dilyara Bareeva, Marina M. -C. Höhne

We find architecture-dependent performance differences regarding robustness, complexity and localization skills of different XAI methods, highlighting the necessity for research task-specific evaluation.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

The Meta-Evaluation Problem in Explainable AI: Identifying Reliable Estimators with MetaQuantus

1 code implementation14 Feb 2023 Anna Hedström, Philine Bommer, Kristoffer K. Wickstrøm, Wojciech Samek, Sebastian Lapuschkin, Marina M. -C. Höhne

We address this problem through a meta-evaluation of different quality estimators in XAI, which we define as ''the process of evaluating the evaluation method''.

Explainable Artificial Intelligence (XAI)

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