"explanation faithfulness" Papers

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FACE: Faithful Automatic Concept Extraction

Dipkamal Bhusal, Michael Clifford, Sara Rampazzi et al.

NEURIPS 2025arXiv:2510.11675
3
citations

Intrinsic User-Centric Interpretability through Global Mixture of Experts

Vinitra Swamy, Syrielle Montariol, Julian Blackwell et al.

ICLR 2025arXiv:2402.02933
10
citations

MIX: A Multi-view Time-Frequency Interactive Explanation Framework for Time Series Classification

Viet-Hung Tran, Ngoc Phu Doan, Zichi Zhang et al.

NEURIPS 2025

Towards Human-Understandable Multi-Dimensional Concept Discovery

Arne Grobrügge, Niklas Kühl, Gerhard Satzger et al.

CVPR 2025arXiv:2503.18629
2
citations

Improving Interpretation Faithfulness for Vision Transformers

Lijie Hu, Yixin Liu, Ninghao Liu et al.

ICML 2024spotlightarXiv:2311.17983
12
citations

Provably Better Explanations with Optimized Aggregation of Feature Attributions

Thomas Decker, Ananta Bhattarai, Jindong Gu et al.

ICML 2024arXiv:2406.05090
6
citations