Guiyang Hou

24 papers A* 3Journal 16Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution.
CoRR
Teng Pan, Yuchen Yan, Zixuan Wang, Ruiqing Zhang, Guiyang Hou, Wenqi Zhang, Weiming Lu, Jun Xiao, Yongliang Shen
2026 A* conf
Reality vs Counterfactual: Multi-World Contrastive Reinforcement Learning for Enhancing MLLM's Theory of Mind in Egocentric Videos.
AAAI
Guiyang Hou, Yihui Fu, Chen Wu, Xiang Huang, Zhe Zheng, Wenqi Zhang, Yongliang Shen, Weiming Lu
2025 J jnl
A Survey on (M)LLM-Based GUI Agents.
CoRR
Fei Tang, Haolei Xu, Hang Zhang, Siqi Chen, Xingyu Wu, Yongliang Shen, Wenqi Zhang, Guiyang Hou, Zeqi Tan, Yuchen Yan, Kaitao Song, Jian Shao, Weiming Lu, Jun Xiao, Yueting Zhuang
2025 J jnl
Active Confusion Expression in Large Language Models: Leveraging World Models toward Better Social Reasoning.
CoRR
Jialu Du, Guiyang Hou, Yihui Fu, Chen Wu, Wenqi Zhang, Yongliang Shen, Weiming Lu
2025 J jnl
Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models.
CoRR
Haitao Hong, Yuchen Yan, Xingyu Wu, Guiyang Hou, Wenqi Zhang, Weiming Lu, Yongliang Shen, Jun Xiao
2025 J jnl
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks.
CoRR
Wenqi Zhang, Mengna Wang, Gangao Liu, Huixin Xu, Yiwei Jiang, Yongliang Shen, Guiyang Hou, Zhe Zheng, Hang Zhang, Xin Li, Weiming Lu, Peng Li, Yueting Zhuang
2025 J jnl
Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning.
CoRR
Haolei Xu, Yuchen Yan, Yongliang Shen, Wenqiao Zhang, Guiyang Hou, Shengpei Jiang, Kaitao Song, Weiming Lu, Jun Xiao, Yueting Zhuang
2025 A* conf
SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation.
ACM Multimedia
Siqi Chen, Xinyu Dong, Haolei Xu, Xingyu Wu, Fei Tang, Hang Zhang, Yuchen Yan, Linjuan Wu, Wenqi Zhang, Guiyang Hou, Yongliang Shen, Weiming Lu, Yueting Zhuang
2025 J jnl
SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation.
CoRR
Siqi Chen, Xinyu Dong, Haolei Xu, Xingyu Wu, Fei Tang, Hang Zhang, Yuchen Yan, Linjuan Wu, Wenqi Zhang, Guiyang Hou, Yongliang Shen, Weiming Lu, Yueting Zhuang
2025 — conf
Scaling LLMs' Social Reasoning: Sprinkle Cognitive "Aha Moment" into Fundamental Long-thought Logical Capabilities.
ACL (Findings)
Guiyang Hou, Wenqi Zhang, Zhe Zheng, Yongliang Shen, Weiming Lu
2025 J jnl
Think Twice, Click Once: Enhancing GUI Grounding via Fast and Slow Systems.
CoRR
Fei Tang, Yongliang Shen, Hang Zhang, Siqi Chen, Guiyang Hou, Wenqi Zhang, Wenqiao Zhang, Kaitao Song, Weiming Lu, Yueting Zhuang
2025 J jnl
TimeHC-RL: Temporal-aware Hierarchical Cognitive Reinforcement Learning for Enhancing LLMs' Social Intelligence.
CoRR
Guiyang Hou, Xing Gao, Yuchuan Wu, Xiang Huang, Wenqi Zhang, Zhe Zheng, Yongliang Shen, Jialu Du, Fei Huang, Yongbin Li, Weiming Lu
2025 J jnl
ViewSpatial-Bench: Evaluating Multi-perspective Spatial Localization in Vision-Language Models.
CoRR
Dingming Li, Hongxing Li, Zixuan Wang, Yuchen Yan, Hang Zhang, Siqi Chen, Guiyang Hou, Shengpei Jiang, Wenqiao Zhang, Yongliang Shen, Weiming Lu, Yueting Zhuang
2024 — conf
Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization.
ACL (1)
Wenqi Zhang, Ke Tang, Hai Wu, Mengna Wang, Yongliang Shen, Guiyang Hou, Zeqi Tan, Peng Li, Yueting Zhuang, Weiming Lu
2024 J jnl
Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization.
CoRR
Wenqi Zhang, Ke Tang, Hai Wu, Mengna Wang, Yongliang Shen, Guiyang Hou, Zeqi Tan, Peng Li, Yueting Zhuang, Weiming Lu
2024 J jnl
Entering Real Social World! Benchmarking the Theory of Mind and Socialization Capabilities of LLMs from a First-person Perspective.
CoRR
Guiyang Hou, Wenqi Zhang, Yongliang Shen, Zeqi Tan, Sihao Shen, Weiming Lu
2024 J jnl
GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation.
CoRR
Fei Tang, Yongliang Shen, Hang Zhang, Zeqi Tan, Wenqi Zhang, Guiyang Hou, Kaitao Song, Weiming Lu, Yueting Zhuang
2024 A* conf
Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model.
EMNLP
Wenqi Zhang, Zhenglin Cheng, Yuanyu He, Mengna Wang, Yongliang Shen, Zeqi Tan, Guiyang Hou, Mingqian He, Yanna Ma, Weiming Lu, Yueting Zhuang
2024 J jnl
Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model.
CoRR
Wenqi Zhang, Zhenglin Cheng, Yuanyu He, Mengna Wang, Yongliang Shen, Zeqi Tan, Guiyang Hou, Mingqian He, Yanna Ma, Weiming Lu, Yueting Zhuang
2024 — conf
Progressive Tuning: Towards Generic Sentiment Abilities for Large Language Models.
ACL (Findings)
Guiyang Hou, Yongliang Shen, Weiming Lu
2024 J jnl
Specialized Mathematical Solving by a Step-By-Step Expression Chain Generation.
IEEE ACM Trans. Audio Speech Lang. Process.
Wenqi Zhang, Yongliang Shen, Guiyang Hou, Kuangyi Wang, Weiming Lu
2024 — conf
TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models' Theory-of-Mind.
ACL (Findings)
Guiyang Hou, Wenqi Zhang, Yongliang Shen, Linjuan Wu, Weiming Lu
2024 J jnl
TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models' Theory-of-Mind.
CoRR
Guiyang Hou, Wenqi Zhang, Yongliang Shen, Linjuan Wu, Weiming Lu
2023 — conf
Enhancing Emotion Recognition in Conversation via Multi-view Feature Alignment and Memorization.
EMNLP (Findings)
Guiyang Hou, Yongliang Shen, Wenqi Zhang, Wei Xue, Weiming Lu