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Interpreting Neural Network Judgments via Minimal, Stable, and Symbolic Corrections

NeurIPS 2018 · Learning theory and algorithms › Combinatorial and search optimization · approach: Differentiable and symbolic reasoning · 36 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Raise the maximum number of explored regions (ablation)Judgment interpretation algorithm · Mortgage underwriting, four selected inputscorrection volume: 2.4, 10.3, 9.2, 1.29 -> 2.4, 26.3, 21.9, 11.2Helped
Raise the maximum number of explored regions (ablation)Judgment interpretation algorithm · Mortgage underwriting, four selected inputstime (in seconds): 102, 191, 141, 118 -> 101, 375, 291, 1655Hurt

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