Guancheng Wan
Guancheng Wan has 3 papers in our library, in 2025–2026, most of them on Language models & pretraining, Reasoning; often with Guibin Zhang, Kun Wang, Yang Wang.
OpenAlex · ORCID · h-index 8 · 75 works · 511 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 48 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #7305
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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 worksSocial Sciences · 1 workInformation Systems · 1 workSociology and Political Science · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workReasoning · 1 work
Works by year
2020s
Papers
- MasRouter: Learning to Route LLMs for Multi-Agent Systems (2025 · 35 citations)
LLM-based multi-agent systems (MAS) often outperform single agents, but they consume many tokens. Existing LLM routers choose one model per query, so they only fit single-agent setups. They ignore how agents should cooperate and which roles they should play. The authors formalize this broader task as Multi-Agent… - G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems (2025 · 30 citations)
Multi-agent systems built on LLMs inherit the weaknesses of single agents. They also gain a new one: a compromised agent can spread misinformation or malicious instructions through inter-agent communication until much of the system is corrupted. G-Safeguard defends against this by treating the system's communication… - Scaling Behaviors of LLM Reinforcement Learning Post-Training: An Empirical Study in Mathematical Reasoning (2026 · 6 citations)
Scaling laws are well established for LLM pre-training, but little is known about how they behave when reinforcement learning is applied after pre-training.
All works
- MasRouter: Learning to Route LLMs for Multi-Agent SystemsAnnual Meeting of the Association for Computational Linguistics (ACL)Yanwei Yue, Guibin Zhang, Boyang Liu, et al.2025 · 35 citations
- G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent SystemsAnnual Meeting of the Association for Computational Linguistics (ACL)Shilong Wang, Guibin Zhang, Miao Yu, et al.2025 · 30 citations
- Scaling Behaviors of LLM Reinforcement Learning Post-Training: An Empirical Study in Mathematical ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL)Zelin Tan, Hejia Geng, Xiaohang Yu, et al.2026 · 6 citations
- Multiplayer Nash Preference Optimization ↗arXiv (Cornell University) · no summary yetFang Wu et al.2025 · 2 citations
- UniEvo-VL: An On-policy Self-Distillation Training Recipe for Multimodal Model Self-improvement ↗arXiv (Cornell University) · no summary yetFang Wu et al.2026
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