Enhancing Emotion Recognition in Conversation via Multi-view Feature Alignment and Memorization. - Guiyang Hou; Yongliang Shen 001; Wenqi Zhang 001; Wei Xue; Weiming Lu 001 (EMNLP (Findings), 2023)

Progressive Tuning: Towards Generic Sentiment Abilities for Large Language Models. - Guiyang Hou; Yongliang Shen 001; Weiming Lu 001 (ACL (Findings), 2024)

TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models' Theory-of-Mind. - Guiyang Hou; Wenqi Zhang 001; Yongliang Shen 001; Linjuan Wu; Weiming Lu 001 (ACL (Findings), 2024)

Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization. - Wenqi Zhang 001; Ke Tang; Hai Wu; Mengna Wang; Yongliang Shen 001; Guiyang Hou; Zeqi Tan; Peng Li 031; Yueting Zhuang; Weiming Lu 001 (ACL (1), 2024)

Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model. - Wenqi Zhang 001; Zhenglin Cheng; Yuanyu He; Mengna Wang; Yongliang Shen 001; Zeqi Tan; Guiyang Hou; Mingqian He; Yanna Ma; Weiming Lu 001; Yueting Zhuang (EMNLP, 2024)

Entering Real Social World! Benchmarking the Theory of Mind and Socialization Capabilities of LLMs from a First-person Perspective. - Guiyang Hou; Wenqi Zhang 001; Yongliang Shen 001; Zeqi Tan; Sihao Shen; Weiming Lu 001 (CoRR, 2024)

GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation. - Fei Tang; Yongliang Shen 001; Hang Zhang; Zeqi Tan; Wenqi Zhang 001; Guiyang Hou; Kaitao Song; Weiming Lu 001; Yueting Zhuang (CoRR, 2024)

Specialized Mathematical Solving by a Step-By-Step Expression Chain Generation. - Wenqi Zhang 001; Yongliang Shen 001; Guiyang Hou; Kuangyi Wang; Weiming Lu 001 (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Scaling LLMs' Social Reasoning: Sprinkle Cognitive "Aha Moment" into Fundamental Long-thought Logical Capabilities. - Guiyang Hou; Wenqi Zhang 001; Zhe Zheng; Yongliang Shen 001; Weiming Lu 001 (ACL (Findings), 2025)

Think Twice, Click Once: Enhancing GUI Grounding via Fast and Slow Systems. - Fei Tang; Yongliang Shen 001; Hang Zhang; Siqi Chen; Guiyang Hou; Wenqi Zhang 001; Wenqiao Zhang; Kaitao Song; Weiming Lu 001; Yueting Zhuang (CoRR, 2025)

Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks. - Wenqi Zhang 001; Mengna Wang; Gangao Liu; Huixin Xu; Yiwei Jiang; Yongliang Shen 001; Guiyang Hou; Zhe Zheng; Hang Zhang; Xin Li 056; Weiming Lu 001; Peng Li 031; et al. (CoRR, 2025)

A Survey on (M)LLM-Based GUI Agents. - Fei Tang; Haolei Xu; Hang Zhang; Siqi Chen; Xingyu Wu; Yongliang Shen 001; Wenqi Zhang 001; Guiyang Hou; Zeqi Tan; Yuchen Yan; Kaitao Song; Jian Shao 001; et al. (CoRR, 2025)

Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning. - Haolei Xu; Yuchen Yan; Yongliang Shen 001; Wenqiao Zhang; Guiyang Hou; Shengpei Jiang; Kaitao Song; Weiming Lu 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)

ViewSpatial-Bench: Evaluating Multi-perspective Spatial Localization in Vision-Language Models. - Dingming Li; Hongxing Li; Zixuan Wang; Yuchen Yan; Hang Zhang; Siqi Chen; Guiyang Hou; Shengpei Jiang; Wenqiao Zhang; Yongliang Shen 001; Weiming Lu 001; Yueting Zhuang (CoRR, 2025)

TimeHC-RL: Temporal-aware Hierarchical Cognitive Reinforcement Learning for Enhancing LLMs' Social Intelligence. - Guiyang Hou; Xing Gao; Yuchuan Wu; Xiang Huang; Wenqi Zhang 001; Zhe Zheng; Yongliang Shen 001; Jialu Du; Fei Huang 002; Yongbin Li; Weiming Lu 001 (CoRR, 2025)

SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation. - Siqi Chen; Xinyu Dong; Haolei Xu; Xingyu Wu; Fei Tang; Hang Zhang; Yuchen Yan; Linjuan Wu; Wenqi Zhang 001; Guiyang Hou; Yongliang Shen 001; Weiming Lu 001; et al. (CoRR, 2025)

Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models. - Haitao Hong; Yuchen Yan; Xingyu Wu; Guiyang Hou; Wenqi Zhang 001; Weiming Lu 001; Yongliang Shen 001; Jun Xiao 001 (CoRR, 2025)