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arXiv cs.LG·

Position: Genomic Model Research Must Move Beyond Anecdotal Evaluation of Interpretability Methods

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In three linesBenchmarking study showing that interpretability methods (IML) applied to genomic models often yield contradictory explanations and fail to localize known regulatory motifs. Authors propose a rigorous evaluation framework inspired by clinical trials to replace current anecdotal validation practices.
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