FasterMoE: modeling and optimizing training of large-scale dynamic pre-trained models. - Jiaao He; Jidong Zhai; Tiago Antunes; Haojie Wang; Fuwen Luo; Shangfeng Shi; Qin Li (PPoPP, 2022)

Position-Enhanced Visual Instruction Tuning for Multimodal Large Language Models. - Chi Chen 005; Ruoyu Qin; Fuwen Luo; Xiaoyue Mi; Peng Li 030; Maosong Sun 001; Yang Liu 005 (CoRR, 2023)

Exploring Large Language Models for Communication Games: An Empirical Study on Werewolf. - Yuzhuang Xu; Shuo Wang 013; Peng Li 030; Fuwen Luo; Xiaolong Wang 014; Weidong Liu; Yang Liu 005 (CoRR, 2023)

Model Composition for Multimodal Large Language Models. - Chi Chen 005; Yiyang Du; Zheng Fang; Ziyue Wang 002; Fuwen Luo; Peng Li 030; Ming Yan 008; Ji Zhang 011; Fei Huang 002; Maosong Sun 001; Yang Liu 005 (ACL (1), 2024)

CODIS: Benchmarking Context-dependent Visual Comprehension for Multimodal Large Language Models. - Fuwen Luo; Chi Chen 005; Zihao Wan; Zhaolu Kang; Qidong Yan; Yingjie Li; Xiaolong Wang 014; Siyu Wang; Ziyue Wang 002; Xiaoyue Mi; Peng Li 030; Ning Ma; et al. (ACL (1), 2024)

Browse and Concentrate: Comprehending Multimodal Content via Prior-LLM Context Fusion. - Ziyue Wang 002; Chi Chen 005; Yiqi Zhu; Fuwen Luo; Peng Li 030; Ming Yan 008; Ji Zhang 011; Fei Huang 002; Maosong Sun 001; Yang Liu 005 (ACL (1), 2024)

Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models. - Xiaolong Wang 014; Yile Wang 001; Yuanchi Zhang; Fuwen Luo; Peng Li 030; Maosong Sun 001; Yang Liu 005 (ACL (1), 2024)

Position: Towards Unified Alignment Between Agents, Humans, and Environment. - Zonghan Yang; An Liu; Zijun Liu; Kaiming Liu; Fangzhou Xiong; Yile Wang 001; Zeyuan Yang 002; Qingyuan Hu; Xinrui Chen; Zhenhe Zhang; Fuwen Luo; Zhicheng Guo; et al. (ICML, 2024)

Towards Unified Alignment Between Agents, Humans, and Environment. - Zonghan Yang; An Liu; Zijun Liu; Kaiming Liu; Fangzhou Xiong; Yile Wang 001; Zeyuan Yang 002; Qingyuan Hu; Xinrui Chen; Zhenhe Zhang; Fuwen Luo; Zhicheng Guo; et al. (CoRR, 2024)

ActiView: Evaluating Active Perception Ability for Multimodal Large Language Models. - Ziyue Wang 002; Chi Chen 005; Fuwen Luo; Yurui Dong; Yuanchi Zhang; Yuzhuang Xu; Xiaolong Wang 014; Peng Li 030; Yang Liu 005 (CoRR, 2024)

StreamingBench: Assessing the Gap for MLLMs to Achieve Streaming Video Understanding. - Junming Lin; Zheng Fang; Chi Chen 005; Zihao Wan; Fuwen Luo; Peng Li 030; Yang Liu 005; Maosong Sun 001 (CoRR, 2024)

ActiView: Evaluating Active Perception Ability for Multimodal Large Language Models. - Ziyue Wang; Chi Chen; Fuwen Luo; Yurui Dong; Yuanchi Zhang; Yuzhuang Xu; Xiaolong Wang; Peng Li; Yang Liu (ACL (1), 2025)

Perspective Transition of Large Language Models for Solving Subjective Tasks. - Xiaolong Wang; Yuanchi Zhang; Ziyue Wang; Yuzhuang Xu; Fuwen Luo; Yile Wang; Peng Li; Yang Liu (ACL (Findings), 2025)

Perspective Transition of Large Language Models for Solving Subjective Tasks. - Xiaolong Wang 014; Yuanchi Zhang; Ziyue Wang 002; Yuzhuang Xu; Fuwen Luo; Yile Wang 001; Peng Li 030; Yang Liu 005 (CoRR, 2025)

DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms. - Xiaojun Bi 002; Shuo Li; Ziyue Wang; Fuwen Luo; Weizheng Qiao; Lu Han; Ziwei Sun; Peng Li; Yang Liu (CoRR, 2025)

How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape Game. - Ziyue Wang; Yurui Dong; Fuwen Luo; Minyuan Ruan; Zhili Cheng; Chi Chen; Peng Li; Yang Liu (CoRR, 2025)

Visual Abstract Thinking Empowers Multimodal Reasoning. - Dairu Liu; Ziyue Wang; Minyuan Ruan; Fuwen Luo; Chi Chen; Peng Li; Yang Liu (CoRR, 2025)

MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding. - Fuwen Luo; Shengfeng Lou; Chi Chen 005; Ziyue Wang 002; Chenliang Li; Weizhou Shen; Jiyue Guo; Peng Li 030; Ming Yan 008; Ji Zhang 011; Fei Huang 002; Yang Liu 005 (CoRR, 2025)