"model explainability" Papers

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Enhancing Cognition and Explainability of Multimodal Foundation Models with Self-Synthesized Data

Yucheng Shi, Quanzheng Li, Jin Sun et al.

ICLR 2025posterarXiv:2502.14044
6
citations

SHAP Meets Tensor Networks: Provably Tractable Explanations with Parallelism

Reda Marzouk, Shahaf Bassan, Guy Katz

NeurIPS 2025posterarXiv:2510.21599
2
citations

Tree Ensemble Explainability through the Hoeffding Functional Decomposition and TreeHFD Algorithm

Clément Bénard

NeurIPS 2025posterarXiv:2510.24815

Faithfulness Measurable Masked Language Models

Andreas Madsen, Siva Reddy, Sarath Chandar

ICML 2024spotlight

Progressive Inference: Explaining Decoder-Only Sequence Classification Models Using Intermediate Predictions

Sanjay Kariyappa, Freddy Lecue, Saumitra Mishra et al.

ICML 2024poster

Using AI Uncertainty Quantification to Improve Human Decision-Making

Laura Marusich, Jonathan Bakdash, Yan Zhou et al.

ICML 2024oral