"model explainability" Papers

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Accurate Estimation of Feature Importance Faithfulness for Tree Models

Mateusz Gajewski, Adam Karczmarz, Mateusz Rapicki et al.

AAAI 2025paperarXiv:2404.03426

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

Yucheng Shi, Quanzheng Li, Jin Sun et al.

ICLR 2025arXiv:2502.14044
8
citations

Metric-Driven Attributions for Vision Transformers

Chase Walker, Sumit Jha, Rickard Ewetz

ICLR 2025
1
citations

SHAP Meets Tensor Networks: Provably Tractable Explanations with Parallelism

Reda Marzouk, Shahaf Bassan, Guy Katz

NEURIPS 2025arXiv:2510.21599
2
citations

Tree Ensemble Explainability through the Hoeffding Functional Decomposition and TreeHFD Algorithm

Clément Bénard

NEURIPS 2025arXiv:2510.24815

Faithfulness Measurable Masked Language Models

Andreas Madsen, Siva Reddy, Sarath Chandar

ICML 2024spotlightarXiv:2310.07819
5
citations

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

Sanjay Kariyappa, Freddy Lecue, Saumitra Mishra et al.

ICML 2024arXiv:2406.02625
6
citations

Using AI Uncertainty Quantification to Improve Human Decision-Making

Laura Marusich, Jonathan Bakdash, Yan Zhou et al.

ICML 2024oralarXiv:2309.10852
12
citations