"confidence calibration" Papers

13 papers found

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

Divya Jyoti Bajpai, Manjesh Kumar Hanawal

NEURIPS 2025arXiv:2509.23666
1
citations

Calibrating Large Language Models with Sample Consistency

Qing Lyu, Kumar Shridhar, Chaitanya Malaviya et al.

AAAI 2025paperarXiv:2402.13904
52
citations

Calibrating LLMs with Information-Theoretic Evidential Deep Learning

Yawei Li, David Rügamer, Bernd Bischl et al.

ICLR 2025arXiv:2502.06351
4
citations

ConfTuner: Training Large Language Models to Express Their Confidence Verbally

Yibo Li, Miao Xiong, Jiaying Wu et al.

NEURIPS 2025arXiv:2508.18847
10
citations

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

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

NEURIPS 2025arXiv:2506.05735
9
citations

Gatekeeper: Improving Model Cascades Through Confidence Tuning

Stephan Rabanser, Nathalie Rauschmayr, Achin Kulshrestha et al.

NEURIPS 2025arXiv:2502.19335
4
citations

Parametric ρ-Norm Scaling Calibration

Siyuan Zhang, Linbo Xie

AAAI 2025paperarXiv:2412.15301

Reasoning Models Better Express Their Confidence

Dongkeun Yoon, Seungone Kim, Sohee Yang et al.

NEURIPS 2025arXiv:2505.14489
33
citations

Towards Calibrated Deep Clustering Network

Yuheng Jia, Jianhong Cheng, Hui LIU et al.

ICLR 2025arXiv:2403.02998
3
citations

Beyond Sole Strength: Customized Ensembles for Generalized Vision-Language Models

Zhihe Lu, Jiawang Bai, Xin Li et al.

ICML 2024arXiv:2311.17091
17
citations

Consistency-Guided Temperature Scaling Using Style and Content Information for Out-of-Domain Calibration

Wonjeong Choi, Jungwuk Park, Dong-Jun Han et al.

AAAI 2024paperarXiv:2402.15019
2
citations

On the Calibration of Human Pose Estimation

Kerui Gu, Rongyu Chen, Xuanlong Yu et al.

ICML 2024arXiv:2311.17105
10
citations

Open-Vocabulary Calibration for Fine-tuned CLIP

Shuoyuan Wang, Jindong Wang, Guoqing Wang et al.

ICML 2024arXiv:2402.04655
14
citations