NeurIPS 2025 "confidence calibration" Papers

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Beyond Greedy Exits: Improved Early Exit Decisions for Risk Control and Reliability

Divya Jyoti Bajpai, Manjesh Kumar Hanawal

NeurIPS 2025posterarXiv:2509.23666

Do LLMs Really Forget? Evaluating Unlearning with Knowledge Correlation and Confidence Awareness

Rongzhe Wei, Peizhi Niu, Hans Hao-Hsun Hsu et al.

NeurIPS 2025posterarXiv:2506.05735
6
citations

Gatekeeper: Improving Model Cascades Through Confidence Tuning

Stephan Rabanser, Nathalie Rauschmayr, Achin Kulshrestha et al.

NeurIPS 2025posterarXiv:2502.19335
4
citations

Reasoning Models Better Express Their Confidence

Dongkeun Yoon, Seungone Kim, Sohee Yang et al.

NeurIPS 2025posterarXiv:2505.14489
32
citations