Selected Publications

[1] Estimating LLM Uncertainty with Logits,
Huan Ma, Jingdong Chen, Joey Tianyi Zhou, Guangyu Wang, Changqing Zhang*, [LINK][CODE]

[2] Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization,
Qingyang Zhang, Haitao Wu, Changqing Zhang*, Peilin Zhao, Yatao Bian, [LINK][CODE]

[3] Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior,
Haitao Wu, Qing Li, Changqing Zhang*, Zhen He, Xiaomin Ying,
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (CCF推荐A类会议), 2025. [LINK][CODE]

[4] Multimodal Fusion on Low-quality Data: A Comprehensive Survey,
Qingyang Zhang et al. [LINK][CODE]

[5] Trusted Multi-View Classification with Dynamic Evidential Fusion,
Zongbo Han, Changqing Zhang* Huazhu Fu and Joey Tianyi Zhou,
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE T-PAMI) (CCF推荐A类期刊, IF: 20.8), 2022. [LINK][CODE]

[6] The Best of Both Worlds: On the Dilemma of Out-of-distribution Detection,
Qingyang Zhang, Qiuxuan Feng, Joey Tianyi Zhou, Yatao Bian, Qinghua Hu, Changqing Zhang*,
The Thirty-eighth Conference on Neural Information Processing Systems (NeurIPS) (CCF推荐A类会议), 2024. [LINK][CODE]

[7] Uncertainty-inspired Open Set Learning for Retinal Anomaly Identification,
Meng Wang, ..., Changqing Zhang, ..., Xinjian Chen, Haoyu Chen, Huazhu Fu,
Nature Communications (IF: 16.6), 2023. [LINK][CODE]

[8] Fairness-guided Few-shot Prompting for Large Language Models,
Huan Ma, Changqing Zhang*, Yatao Bian, Lemao Liu, Zhirui Zhang, Peilin Zhao, Shu Zhang, Huazhu Fu, Qinghua Hu, Bingzhe Wu*,
The Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS) (CCF推荐A类会议), 2023. [LINK][CODE]

[9] Provable Dynamic Fusion for Low-Quality Multimodal Data,
Qingyang Zhang, Haitao Wu, Changqing Zhang*, Qinghua Hu, Huazhu Fu, Joey Tianyi Zhou, Xi Peng,
Proceedings of the 40th International Conference on Machine Learning (ICML) (CCF推荐A类会议), 2023. [LINK][CODE]

[10] Generalized Latent Multi-View Subspace Clustering,
Changqing Zhang*, Huazhu Fu, Qinghua Hu*, Xiaochun Cao, Yuan Xie, Dacheng Tao and Dong Xu,
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE T-PAMI) (CCF推荐A类期刊, IF: 20.8), [LINK][CODE]