"explanation faithfulness" Papers

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

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

NeurIPS 2025poster

Towards Human-Understandable Multi-Dimensional Concept Discovery

Arne Grobrügge, Niklas Kühl, Gerhard Satzger et al.

CVPR 2025posterarXiv:2503.18629
2
citations

Improving Interpretation Faithfulness for Vision Transformers

Lijie Hu, Yixin Liu, Ninghao Liu et al.

ICML 2024spotlight

Provably Better Explanations with Optimized Aggregation of Feature Attributions

Thomas Decker, Ananta Bhattarai, Jindong Gu et al.

ICML 2024poster