Guiyang Hou
Guiyang Hou has 3 papers in our library, in 2024–2026, most of them on Reasoning; often with Weiming Lu, Wenqi Zhang, Yongliang Shen.
OpenAlex · ORCID · Wikidata · h-index 4 · 29 works · 53 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 32 times in our library · ⭐ Paper Stars ranking: #7592
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArtificial Intelligence · 3 worksArts and Humanities · 2 worksLanguage and Linguistics · 2 worksEngineering · 1 workComputer Vision and Pattern Recognition · 1 workControl and Systems Engineering · 1 work
🧭 Topics 1Research subjects and languages the work is about.Reasoning · 2 works
Works by year
2020s
Papers
- Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization (2024 · 52 citations)
Most LLM-based agents depend on hand-written prompts that fix task rules and behavior. They cannot improve through experience, so they struggle in dynamic multi-agent settings with hidden information. Agent-Pro tackles this by treating policy learning as gradient-free prompt optimization, with no parameter updates. - Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks (2026 · 5 citations)
Reasoning models do well at math and coding, but it is unclear whether they can handle embodied tasks. In these tasks an agent explores a room over many turns and must work with long sequences of alternating images and text. The authors present Embodied-Reasoner, a vision-language agent that combines visual search… - CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution (2026 · 1 citation)
Label-free reinforcement learning for LLM reasoning usually rewards a model for matching its own majority-voted answer.
Co-authors here
- Weiming Lu ×3
- Wenqi Zhang ×3
- Yongliang Shen ×3
- Mengna Wang ×2
- Hang Zhang
- Jun Xiao
- Peng Li
- Xin Li
- Yuchen Yan
- Yueting Zhuang
- Zeqi Tan
- Zixuan Wang
Venues
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