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This helps focus attention on a small number of genuinely interacting pairs rather than over-interpreting small visual deviations

For panels with almost parallel lines, interpret the corresponding pair as approximately additive, fall back to the main-effect plots in Figure 2 when reasoning about interventions · 1938

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CUBE: Contrastive Understanding by Balanced Experiments

cs.LG · 2025-09-13 · unverdicted · novelty 7.0

CUBE uses balanced factorial probes on black-box predictors to compute main effects and pairwise interactions as controlled contrasts within a user-specified explanation region on tabular tasks.

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  • CUBE: Contrastive Understanding by Balanced Experiments cs.LG · 2025-09-13 · unverdicted · none · ref 14

    CUBE uses balanced factorial probes on black-box predictors to compute main effects and pairwise interactions as controlled contrasts within a user-specified explanation region on tabular tasks.