"model interpretability" Papers

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Position: Stop Making Unscientific AGI Performance Claims

Patrick Altmeyer, Andrew Demetriou, Antony Bartlett et al.

ICML 2024arXiv:2402.03962

Provably Better Explanations with Optimized Aggregation of Feature Attributions

Thomas Decker, Ananta Bhattarai, Jindong Gu et al.

ICML 2024arXiv:2406.05090

Token Transformation Matters: Towards Faithful Post-hoc Explanation for Vision Transformer

Junyi Wu, Bin Duan, Weitai Kang et al.

CVPR 2024arXiv:2403.14552

Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction

Wei Qian, Chenxu Zhao, Yangyi Li et al.

AAAI 2024paperarXiv:2401.01549

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