IGSD uses signed differences of Sobol indices from matched replacement and ablation to identify task-specific content channels that standard importance scores miss in GPT-2 and Qwen2.5.
arXiv preprint arXiv:2501.17520 , year=
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Measuring Variable Importance in Heterogeneous Treatment Effects with Confidence
PermuCATE applies conditional permutation importance to CATE estimation, claiming lower variance and higher statistical power than LOCO on simulated and health datasets.