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Huayu Chen

Huayu Chen has 2 papers in our library, in 2024–2025, most of them on Language models & pretraining, Reasoning; often with Ganqu Cui, Hao Peng, Lifan Yuan.

2 papers in our library · 2024–2025

OpenAlex · ORCID · h-index 23 · 88 works · 1,773 citations OpenAlex, 2026-10-14

📄 2 works in our library · 🔗 Cited 332 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #6974

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: Google Scholar · Semantic Scholar · dblp · ACL Anthology

 Affiliations

🏥First Teaching Hospital of Tianjin University of Traditional Chinese MedicineTianjin · China2014–2026 · 7 paperscurrent🎓Tianjin University of Traditional Chinese MedicineTianjin · China2021–2026 · 5 paperscurrent🎓Chongqing University of TechnologyChongqing · China2025–2026 · 3 paperscurrent🎓Southeast UniversityNanjing · China2016–2026 · 2 paperscurrent🏥Zhongda Hospital Southeast UniversityNanjing · China2026 · 1 papercurrent🎓China Jiliang UniversityHangzhou · China2019–2025 · 38 papersEmployment since 2019 · College of Materials and Chemistry🎓Tianjin UniversityTianjin · China2010–2021 · 13 papersEducation 2010–2014 · Bachelor's Degree, School of Material Science and EngineeringEducation 2014–2019 · PhD, School of Material Science and Engineering🔬Collaborative Innovation Center of Chemical Science and Engineering TianjinTianjin · China2017–2021 · 6 papers🔬SINOPEC Shanghai Research Institute of Petrochemical TechnologyShanghai · China2025 · 4 papers🏢SinopecBeijing · China2025 · 4 papers

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 21 more institutions on single bylines are not listed.

 Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works

🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workReasoning · 1 work

 Works by year

2020s

20251 paper20241 paper

 Papers

The most cited first (OpenAlex and our library).

  1. The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models (2025 · 101 citations)
    Reinforcement learning with verifiable rewards is now a main way to improve LLM reasoning, but scaling it hits a recurring problem. Without explicit regularization, policy entropy falls to almost zero within the first training steps. The model becomes overconfident, stops exploring and its validation accuracy stalls.
  2. Free Process Rewards without Process Labels (2024 · 58 citations)
    Process reward models (PRMs) score each step of a reasoning chain and often beat outcome reward models (ORMs), but they need step-level labels.

All works

3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

  1. The Entropy Mechanism of Reinforcement Learning for Reasoning Language ModelsarXiv:2505.22617Ganqu Cui, Yuchen Zhang, Jiacheng Chen, et al.2025 · 101 citations
  2. Free Process Rewards without Process LabelsarXiv:2412.01981Lifan Yuan, Wendi Li, Huayu Chen, et al.2024 · 58 citations
  3. DiffusionNFT: Online Diffusion Reinforcement with Forward Process ↗arXiv (Cornell University) · no summary yetKaiwen Zheng et al.2025 · 26 citations

 Co-authors here

12 of 15 co-authors with a page, the most papers together first.

 Cited by

Papers of our library cite their works 332 times (of the 149,439 papers whose bibliographies we read); 92 citing papers with a page here →.

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