CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models. - Peng Xia 005; Ze Chen; Juanxi Tian; Yangrui Gong; Ruibo Hou; Yue Xu; Zhenbang Wu; Zhiyuan Fan; Yiyang Zhou; Kangyu Zhu; Wenhao Zheng; Zhaoyang Wang 004; et al. (NeurIPS, 2024)

Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement. - Xiyao Wang; Jiuhai Chen; Zhaoyang Wang 004; Yuhang Zhou; Yiyang Zhou; Huaxiu Yao; Tianyi Zhou 001; Tom Goldstein; Parminder Bhatia; Furong Huang; Cao Xiao (CoRR, 2024)

Synergistic Weak-Strong Collaboration by Aligning Preferences. - Yizhu Jiao; Xuchao Zhang; Zhaoyang Wang 004; Yubo Ma; Zhun Deng; Rujia Wang; Chetan Bansal; Saravan Rajmohan; Jiawei Han 001; Huaxiu Yao (ACL (1), 2025)

CREAM: Consistency Regularized Self-Rewarding Language Models. - Zhaoyang Wang 004; Weilei He; Zhiyuan Liang; Xuchao Zhang; Chetan Bansal; Ying Wei; Weitong Zhang; Huaxiu Yao (ICLR, 2025)

MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models. - Peng Xia 005; Siwei Han; Shi Qiu; Yiyang Zhou; Zhaoyang Wang 004; Wenhao Zheng; Zhaorun Chen; Chenhang Cui; Mingyu Ding; Linjie Li; Lijuan Wang; Huaxiu Yao (ICLR, 2025)

Anyprefer: An Agentic Framework for Preference Data Synthesis. - Yiyang Zhou; Zhaoyang Wang 004; Tianle Wang 009; Shangyu Xing; Peng Xia 005; Bo Li; Kaiyuan Zheng; Zijian Zhang 010; Zhaorun Chen; Wenhao Zheng; Xuchao Zhang; Chetan Bansal; et al. (ICLR, 2025)

Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement. - Xiyao Wang; Jiuhai Chen; Zhaoyang Wang 004; Yuhang Zhou; Yiyang Zhou; Huaxiu Yao; Tianyi Zhou 001; Tom Goldstein; Parminder Bhatia; Taha A. Kass-Hout; Furong Huang; Cao Xiao (NAACL (Findings), 2025)

Verifiable Format Control for Large Language Model Generations. - Zhaoyang Wang 004; Jinqi Jiang; Huichi Zhou; Wenhao Zheng; Xuchao Zhang; Chetan Bansal; Huaxiu Yao (NAACL (Findings), 2025)

MJ-VIDEO: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation. - Haibo Tong; Zhaoyang Wang 004; Zhaorun Chen; Haonian Ji; Shi Qiu; Siwei Han; Kexin Geng; Zhongkai Xue; Yiyang Zhou; Peng Xia 005; Mingyu Ding; Rafael Rafailov; et al. (CoRR, 2025)

Efficient Long CoT Reasoning in Small Language Models. - Zhaoyang Wang 004; Jinqi Jiang; Tian Qiu; Hui Liu; Xianfeng Tang; Huaxiu Yao (CoRR, 2025)