Deep Reinforcement Learning for Multi-contact Motion Planning of Hexapod Robots. - Huiqiao Fu; Kaiqiang Tang; Peng Li 031; Wenqi Zhang 001; Xinpeng Wang 006; Guizhou Deng; Tao Wang 004; Chunlin Chen (IJCAI, 2021)

Learning to Navigate in a VUCA Environment: Hierarchical Multi-expert Approach. - Wenqi Zhang 001; Kai Zhao; Peng Li 031; Xiao Zhu; Faping Ye; Weijie Jiang; Huiqiao Fu; Tao Wang 004 (IROS, 2021)

Learning to Navigate in a VUCA Environment: Hierarchical Multi-expert Approach. - Wenqi Zhang 001; Kai Zhao; Peng Li 031; Xiao Zhu; Faping Ye; Weijie Jiang; Huiqiao Fu; Tao Wang 003 (CoRR, 2021)

Query-based Instance Discrimination Network for Relational Triple Extraction. - Zeqi Tan; Yongliang Shen 001; Xuming Hu; Wenqi Zhang 001; Xiaoxia Cheng; Weiming Lu 001; Yueting Zhuang (EMNLP, 2022)

Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem. - Wenqi Zhang 001; Yongliang Shen 001; Yanna Ma; Xiaoxia Cheng; Zeqi Tan; Qingpeng Nong; Weiming Lu 001 (EMNLP (Findings), 2022)

A Closed-Loop Perception, Decision-Making and Reasoning Mechanism for Human-Like Navigation. - Wenqi Zhang 001; Kai Zhao; Peng Li 031; Xiao Zhu; Yongliang Shen 001; Yanna Ma; Yingfeng Chen; Weiming Lu 001 (IJCAI, 2022)

PromptNER: Prompt Locating and Typing for Named Entity Recognition. - Yongliang Shen 001; Zeqi Tan; Shuhui Wu; Wenqi Zhang 001; Rongsheng Zhang; Yadong Xi; Weiming Lu 001; Yueting Zhuang (ACL (1), 2023)

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)

An Expression Tree Decoding Strategy for Mathematical Equation Generation. - Wenqi Zhang 001; Yongliang Shen 001; Qingpeng Nong; Zeqi Tan; Yanna Ma; Weiming Lu 001 (EMNLP, 2023)

Data-Copilot: Bridging Billions of Data and Humans with Autonomous Workflow. - Wenqi Zhang 001; Yongliang Shen 001; Weiming Lu 001; Yueting Zhuang (CoRR, 2023)

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)

Learning Global Controller in Latent Space for Parameter-Efficient Fine-Tuning. - Zeqi Tan; Yongliang Shen 001; Xiaoxia Cheng; Chang Zong; Wenqi Zhang 001; Jian Shao 001; Weiming Lu 001; Yueting Zhuang (ACL (1), 2024)

Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives. - Wenqi Zhang 001; Yongliang Shen 001; Linjuan Wu; Qiuying Peng; Jun Wang; Yueting Zhuang; Weiming Lu 001 (ACL (1), 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)

Advancing Process Verification for Large Language Models via Tree-Based Preference Learning. - Mingqian He; Yongliang Shen 001; Wenqi Zhang 001; Zeqi Tan; Weiming Lu 001 (EMNLP, 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)

TaskBench: Benchmarking Large Language Models for Task Automation. - Yongliang Shen 001; Kaitao Song; Xu Tan 003; Wenqi Zhang 001; Kan Ren; Siyu Yuan; Weiming Lu 001; Dongsheng Li 002; Yueting Zhuang (NeurIPS, 2024)

VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs. - Zesen Cheng; Sicong Leng; Hang Zhang; Yifei Xin; Xin Li 056; Guanzheng Chen; Yongxin Zhu 003; Wenqi Zhang 001; Ziyang Luo; Deli Zhao; Lidong Bing (CoRR, 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)

ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark. - Ronghao Dang; Yuqian Yuan; Wenqi Zhang 001; Yifei Xin; Boqiang Zhang; Long Li; Liuyi Wang; Qinyang Zeng; Xin Li 056; Lidong Bing (CVPR, 2025)

2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining. - Wenqi Zhang 001; Hang Zhang; Xin Li 056; Jiashuo Sun; Yongliang Shen 001; Weiming Lu 001; Deli Zhao; Yueting Zhuang; Lidong Bing (CoRR, 2025)

VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding. - Boqiang Zhang; Kehan Li; Zesen Cheng; Zhiqiang Hu; Yuqian Yuan; Guanzheng Chen; Sicong Leng; Yuming Jiang 007; Hang Zhang; Xin Li 056; Peng Jin; Wenqi Zhang 001; et al. (CoRR, 2025)

STaR-SQL: Self-Taught Reasoner for Text-to-SQL. - Mingqian He; Yongliang Shen 001; Wenqi Zhang 001; Qiuying Peng; Jun Wang; Weiming Lu 001 (CoRR, 2025)

AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification. - Xuan Zhang; Yongliang Shen 001; Zhe Zheng; Linjuan Wu; Wenqi Zhang 001; Yuchen Yan; Qiuying Peng; Jun Wang; Weiming Lu 001 (CoRR, 2025)

DB-Explore: Automated Database Exploration and Instruction Synthesis for Text-to-SQL. - Haoyuan Ma; Yongliang Shen 001; Hengwei Liu; Wenqi Zhang 001; Haolei Xu; Qiuying Peng; Jun Wang; Weiming Lu 001 (CoRR, 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)

Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency. - Zhikai Wang; Jiashuo Sun; Wenqi Zhang 001; Zhiqiang Hu; Xin Li 056; Fan Wang 019; Deli Zhao (CoRR, 2025)

Let LLMs Break Free from Overthinking via Self-Braking Tuning. - Haoran Zhao; Yuchen Yan; Yongliang Shen 001; Haolei Xu; Wenqi Zhang 001; Kaitao Song; Jian Shao 001; Wei-ming Lu 001; Jun Xiao 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)

GUI-G2: Gaussian Reward Modeling for GUI Grounding. - Fei Tang; Zhangxuan Gu; Zhengxi Lu; Xuyang Liu; Shuheng Shen; Changhua Meng; Wen Wang 009; Wenqi Zhang 001; Yongliang Shen 001; Weiming Lu 001; Jun Xiao 001; Yueting Zhuang (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)