Xin Guo
Xin Guo has 3 papers in our library, in 2023–2024, most of them on Language models & pretraining, Reasoning; often with Boyang Hong, Junzhe Wang, Wei He.
OpenAlex · ORCID · h-index 8 · 21 works · 386 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 422 times in our library · ⭐ Paper Stars ranking: #2234
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksComputer Science · 3 worksArts and Humanities · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workReasoning · 1 work
💡 Concepts 1Key ideas and methods explained on our concept pages.Large language models · 1 work
Works by year
2020s
Papers
- The Rise and Potential of Large Language Model Based Agents: A Survey (2023 · 1,272 citations)
This 2023 survey from the Fudan NLP Group maps the young field of agents built on large language models. The authors argue that earlier agent research mostly tuned algorithms for narrow skills, such as symbolic reasoning or board games like Go and Chess. What the field lacked was a general base model that agents… - Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning (2024 · 36 citations)
Applying reinforcement learning to multi-step reasoning in LLMs is difficult. Outcome supervision only scores the final answer, so the rewards are sparse and errors cannot be localized. Process supervision gives a reward for every step, but it depends on costly expert annotation and a learned reward model. The… - AgentGym: Evolving Large Language Model-based Agents across Diverse Environments (2024 · 33 citations)
Today's LLM-based agents are trained in one of two ways. Some copy expert demonstrations, which is costly and limits exploration. Others improve through feedback inside a single environment, which yields narrow specialists. This paper asks whether one agent can first learn by imitation and then keep improving across…
Co-authors here
- Boyang Hong ×3
- Junzhe Wang ×3
- Wei He ×3
- Wenxiang Chen ×3
- Yiwen Ding ×3
- Zhiheng Xi ×3
- Honglin Guo ×2
- Rui Zheng ×2
- Senjie Jin ×2
- Dingwen Yang
- Enyu Zhou
- Lu Chen
Venues
Cited by
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This page in Markdown → https://md.research.elamur.ai/free/en/authors/xin-guo/