Guiyang Hou

According to our database, Guiyang Hou authored at least 21 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution.

Teng Pan, Yuchen Yan, Zixuan Wang, Ruiqing Zhang, Guiyang Hou, Wenqi Zhang, Weiming Lu, Jun Xiao, Yongliang Shen

CoRR, March, 2026

Reality vs Counterfactual: Multi-World Contrastive Reinforcement Learning for Enhancing MLLM's Theory of Mind in Egocentric Videos.

Guiyang Hou, Yihui Fu, Chen Wu, Xiang Huang, Zhe Zheng, Wenqi Zhang, Yongliang Shen, Weiming Lu

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

Active Confusion Expression in Large Language Models: Leveraging World Models toward Better Social Reasoning.

Jialu Du, Guiyang Hou, Yihui Fu, Chen Wu, Wenqi Zhang, Yongliang Shen, Weiming Lu

CoRR, October, 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, Weiming Lu, Yongliang Shen, Jun Xiao

CoRR, August, 2025

TimeHC-RL: Temporal-aware Hierarchical Cognitive Reinforcement Learning for Enhancing LLMs' Social Intelligence.

Guiyang Hou, Xing Gao, Yuchuan Wu, Xiang Huang, Wenqi Zhang, Zhe Zheng, Yongliang Shen, Jialu Du, Fei Huang, Yongbin Li, Weiming Lu

CoRR, May, 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, Weiming Lu, Yueting Zhuang

CoRR, May, 2025

Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning.

Haolei Xu, Yuchen Yan, Yongliang Shen, Wenqiao Zhang, Guiyang Hou, Shengpei Jiang, Kaitao Song, Weiming Lu, Jun Xiao, Yueting Zhuang

CoRR, May, 2025

A Survey on (M)LLM-Based GUI Agents.

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

CoRR, April, 2025

Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks.

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

CoRR, March, 2025

Think Twice, Click Once: Enhancing GUI Grounding via Fast and Slow Systems.

Fei Tang, Yongliang Shen, Hang Zhang, Siqi Chen, Guiyang Hou, Wenqi Zhang, Wenqiao Zhang, Kaitao Song, Weiming Lu, Yueting Zhuang

CoRR, March, 2025

Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning.

Haolei Xu, Yuchen Yan, Yongliang Shen, Wenqi Zhang, Guiyang Hou, Shengpei Jiang, Kaitao Song, Weiming Lu, Jun Xiao, Yueting Zhuang

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 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, Guiyang Hou, Yongliang Shen, Weiming Lu, Yueting Zhuang

Proceedings of the 33rd ACM International Conference on Multimedia, 2025

Scaling LLMs' Social Reasoning: Sprinkle Cognitive "Aha Moment" into Fundamental Long-thought Logical Capabilities.

Guiyang Hou, Wenqi Zhang, Zhe Zheng, Yongliang Shen, Weiming Lu

Proceedings of the Findings of the Association for Computational Linguistics, 2025

2024

Specialized Mathematical Solving by a Step-By-Step Expression Chain Generation.

Wenqi Zhang, Yongliang Shen, Guiyang Hou, Kuangyi Wang, Weiming Lu

IEEE ACM Trans. Audio Speech Lang. Process., 2024

GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation.

Fei Tang, Yongliang Shen, Hang Zhang, Zeqi Tan, Wenqi Zhang, Guiyang Hou, Kaitao Song, Weiming Lu, Yueting Zhuang

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, Yongliang Shen, Zeqi Tan, Sihao Shen, Weiming Lu

CoRR, 2024

Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model.

Wenqi Zhang, Zhenglin Cheng, Yuanyu He, Mengna Wang, Yongliang Shen, Zeqi Tan, Guiyang Hou, Mingqian He, Yanna Ma, Weiming Lu, Yueting Zhuang

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization.

Wenqi Zhang, Ke Tang, Hai Wu, Mengna Wang, Yongliang Shen, Guiyang Hou, Zeqi Tan, Peng Li, Yueting Zhuang, Weiming Lu

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024

TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models' Theory-of-Mind.

Guiyang Hou, Wenqi Zhang, Yongliang Shen, Linjuan Wu, Weiming Lu

Proceedings of the Findings of the Association for Computational Linguistics, 2024

Progressive Tuning: Towards Generic Sentiment Abilities for Large Language Models.

Guiyang Hou, Yongliang Shen, Weiming Lu

Proceedings of the Findings of the Association for Computational Linguistics, 2024

2023

Enhancing Emotion Recognition in Conversation via Multi-view Feature Alignment and Memorization.

Guiyang Hou, Yongliang Shen, Wenqi Zhang, Wei Xue, Weiming Lu

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2023, 2023