Trustworthy Multimodal Regression with Mixture of Normal-inverse Gamma Distributions. - Huan Ma 006; Zongbo Han; Changqing Zhang 002; Huazhu Fu; Joey Tianyi Zhou; Qinghua Hu (NeurIPS, 2021)

Attention Paper: How Generative AI Reshapes Digital Shadow Industry? - Qichao Wang; Huan Ma 006; Wentao Wei; Hangyu Li 002; Changqing Zhang 002; Peilin Zhao; Binwen Zhao; Bo Hu 021; Shu Zhang 013; Bingzhe Wu; Liang Chen 001 (ACM TUR-C, 2023)

Calibrating Multimodal Learning. - Huan Ma 006; Qingyang Zhang; Changqing Zhang 002; Bingzhe Wu; Huazhu Fu; Joey Tianyi Zhou; Qinghua Hu (ICML, 2023)

Fairness-guided Few-shot Prompting for Large Language Models. - Huan Ma 006; Changqing Zhang 002; Yatao Bian; Lemao Liu; Zhirui Zhang; Peilin Zhao; Shu Zhang 013; Huazhu Fu; Qinghua Hu; Bingzhe Wu (NeurIPS, 2023)

Attention Paper: How Generative AI Reshapes Digital Shadow Industry? - Qichao Wang; Huan Ma 006; Wentao Wei; Hangyu Li 002; Liang Chen 001; Peilin Zhao; Binwen Zhao; Bo Hu 021; Shu Zhang 013; Zibin Zheng; Bingzhe Wu (CoRR, 2023)

Adapting Large Language Models for Content Moderation: Pitfalls in Data Engineering and Supervised Fine-tuning. - Huan Ma 006; Changqing Zhang 002; Huazhu Fu; Peilin Zhao; Bingzhe Wu (CoRR, 2023)

Uncertainty-aware Dynamic Re-weighting Robust Classification. - Wenshu Ge; Huan Ma 006; Peizhuo Sheng; Changqing Zhang 002 (IJCNN, 2024)

Can I Trust You? Rethinking Calibration with Controllable Confidence Ranking. - Wenshu Ge; Huan Ma 006; Changqing Zhang 002 (IJCNN, 2024)

Rethinking the Reliability of Post-hoc Calibration Methods Under Subpopulation Shift. - Yan Zhu; Huan Ma 006; Changqing Zhang 002; Bingzhe Wu; Huazhu Fu; Joey Tianyi Zhou; Qinghua Hu (PRICAI (2), 2024)

Invariant Test-Time Adaptation for Vision-Language Model Generalization. - Huan Ma 006; Yan Zhu; Changqing Zhang 002; Peilin Zhao; Baoyuan Wu; Long-Kai Huang; Qinghua Hu; Bingzhe Wu (CoRR, 2024)

Evidential Pseudo-Label Ensemble for semi-supervised classification. - Kai Wang; Changqing Zhang 002; Yu Geng; Huan Ma 006 (Pattern Recognit. Lett., 2024)

Spurious Feature Eraser: Stabilizing Test-Time Adaptation for Vision-Language Foundation Model. - Huan Ma 006; Yan Zhu; Changqing Zhang 002; Peilin Zhao; Baoyuan Wu; Long-Kai Huang; Qinghua Hu; Bingzhe Wu (AAAI, 2025)

Exploring Task-Level Optimal Prompts for Visual In-Context Learning. - Yan Zhu; Huan Ma 006; Changqing Zhang 002 (AAAI, 2025)

A Theoretical Proof of Dynamic Multimodal Fusion Exacerbates Modality Greedy. - Xiaorui Ding; Huan Ma 006; Changqing Zhang 002 (ACM Multimedia, 2025)

Estimating LLM Uncertainty with Logits. - Huan Ma 006; Jingdong Chen; Guangyu Wang; Changqing Zhang 002 (CoRR, 2025)

Semantic Energy: Detecting LLM Hallucination Beyond Entropy. - Huan Ma 006; Jiadong Pan; Jing Liu; Yan Chen; Joey Tianyi Zhou; Guangyu Wang; Qinghua Hu; Hua Wu 003; Changqing Zhang 002; Haifeng Wang 001 (CoRR, 2025)