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Fix Interpretability Methods target_class_idx#926

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Logiquo wants to merge 8 commits intosunlabuiuc:masterfrom
Logiquo:fix/interpret_bin
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Fix Interpretability Methods target_class_idx#926
Logiquo wants to merge 8 commits intosunlabuiuc:masterfrom
Logiquo:fix/interpret_bin

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@Logiquo Logiquo commented Mar 31, 2026

  1. Unify all interpretability to support target_class_idx and its semantics
  2. target_class_idx becomes a no-op for binary classification, and select target class we want to interpret for multi-class and multi-label.
  3. The multi-label will be selected based on argmax if target_class_idx is not provided.
  4. All samples (including negatives) will be evaluated in the interpretability metric.

@Logiquo Logiquo requested a review from jhnwu3 April 1, 2026 00:26
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