Mengna Wang
Mengna Wang has 2 papers in our library, in 2024–2026, most of them on Reasoning; often with Guiyang Hou, Weiming Lu, Wenqi Zhang.
OpenAlex · ORCID · h-index 21 · 135 works · 1,381 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 32 times in our library · ⭐ Paper Stars ranking: #7622
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksArts and Humanities · 1 workLanguage and Linguistics · 1 workEngineering · 1 workComputer Vision and Pattern Recognition · 1 workControl and Systems Engineering · 1 work
🧭 Topics 1Research subjects and languages the work is about.Reasoning · 1 work
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…
Co-authors here
- Guiyang Hou ×2
- Weiming Lu ×2
- Wenqi Zhang ×2
- Yongliang Shen ×2
- Hang Zhang
- Peng Li
- Xin Li
- Yueting Zhuang
- Zeqi Tan
Venues
Cited by
Updated
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