ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees. - Zhiyuan Wang; Jinhao Duan; Lu Cheng; Yue Zhang; Qingni Wang; Xiaoshuang Shi; Kaidi Xu; Heng Tao Shen; Xiaofeng Zhu 001 (EMNLP (Findings), 2024)

SConU: Selective Conformal Uncertainty in Large Language Models. - Zhiyuan Wang; Qingni Wang; Yue Zhang; Tianlong Chen 001; Xiaofeng Zhu 001; Xiaoshuang Shi; Kaidi Xu (ACL (1), 2025)

LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos. - Tiantian Geng; Jinrui Zhang; Qingni Wang; Teng Wang; Jinming Duan 001; Feng Zheng (CVPR, 2025)

Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models. - Qingni Wang; Tiantian Geng; Zhiyuan Wang; Teng Wang; Bo Fu; Feng Zheng (ICLR, 2025)

COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees. - Zhiyuan Wang; Jinhao Duan; Qingni Wang; Xiaofeng Zhu 001; Tianlong Chen 001; Xiaoshuang Shi; Kaidi Xu (CoRR, 2025)