--- title: "Haoyang Zou — author profile and papers · Reasoning" description: "Haoyang Zou, University of Science and Technology of China: 4 papers on Elamur Research (2024–2025), h-index 3 — affiliations, topics…" canonical: "https://research.elamur.ai/free/en/authors/haoyang-zou/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/haoyang-zou/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Haoyang Zou # Haoyang Zou Haoyang Zou has 4 papers in our library, in 2024–2025, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Xuefeng Li](https://md.research.elamur.ai/free/en/authors/xuefeng-li/), [Pengfei Liu](https://md.research.elamur.ai/free/en/authors/pengfei-liu/), [Shijie Xia](https://md.research.elamur.ai/free/en/authors/shijie-xia/). 4 papers in our library · 2024–2025 [OpenAlex](https://openalex.org/A5101774603) · [ORCID](https://orcid.org/0000-0003-0597-8027) · [**h-index 3**](https://openalex.org/authors/A5101774603) · [11 works](https://openalex.org/works?filter=author.id:A5101774603) · [26 citations](https://openalex.org/works?filter=author.id:A5101774603&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/haoyang-zou/#papers) · [🔗 Cited 322 times in our library](https://md.research.elamur.ai/free/en/authors/haoyang-zou/cited-by/) · [2 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #6152](https://md.research.elamur.ai/free/en/paper-stars/page/62/#star-6152) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Haoyang+Zou) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Haoyang+Zou) · [dblp](https://dblp.org/search?q=Haoyang+Zou) · [ACL Anthology](https://aclanthology.org/search/?q=Haoyang+Zou) ## Affiliations [🎓**University of Science and Technology of China** Hefei · China 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/university-of-science-and-technology-of-china/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 2 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 4 The field of science this work belongs to (OpenAlex fields).[Artificial Intelligence · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Science · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) 🧭 Topics 1 Research subjects and languages the work is about.[Reasoning · 2 works](https://md.research.elamur.ai/free/en/topics/reasoning/) ## Works by year ### 2020s [**2025** 2 papers](https://md.research.elamur.ai/free/en/authors/haoyang-zou/year/2025/) · [**2024** 2 papers](https://md.research.elamur.ai/free/en/authors/haoyang-zou/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[O1 Replication Journey: A Strategic Progress Report — Part 1](https://md.research.elamur.ai/free/en/papers/qin-2024-o1-replication-journey-strategic-progress/)** *(2024 · 86 citations)* OpenAI's O1 model showed strong multi-step reasoning, but its training recipe, data and full outputs were never disclosed. 2. **[ToRL: Scaling Tool-Integrated RL](https://md.research.elamur.ai/free/en/papers/li-2025-torl-scaling-tool-integrated-rl/)** *(2025 · 61 citations)* Language models that reason only in natural language often fail at exact arithmetic, equation solving, and exhaustive enumeration. 3. **[OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI](https://md.research.elamur.ai/free/en/papers/huang-2024-olympicarena-benchmarking-multi-discipline-cognitive/)** *(2024 · 56 citations)* Existing exam-style benchmarks for LLMs and LMMs mostly test knowledge recall or simple concept application, and they usually grade only final answers. 4. **[UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning](https://md.research.elamur.ai/free/en/papers/wang-2025-ui-tars-2-technical/)** *(2025 · 26 citations)* UI-TARS-2 (ByteDance Seed) is a native GUI agent: a single end-to-end policy that perceives, reasons, remembers and acts across desktops, phones, browsers and games. ## All works 6 works of theirs in our library, the most cited first; 4 with a page here, the others link their original until we summarise them. 1. [**O1 Replication Journey: A Strategic Progress Report — Part 1 arXiv:2410.18982**Yiwei Qin, Xuefeng Li, Haoyang Zou, et al.*2024 · 86 citations*](https://md.research.elamur.ai/free/en/papers/qin-2024-o1-replication-journey-strategic-progress/) 2. [**ToRL: Scaling Tool-Integrated RL arXiv:2503.23383**Xuefeng Li, Haoyang Zou, Pengfei Liu*2025 · 61 citations*](https://md.research.elamur.ai/free/en/papers/li-2025-torl-scaling-tool-integrated-rl/) 3. **[O1 Replication Journey — Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson? ↗](https://arxiv.org/abs/2411.16489) arXiv:2411.16489 · no summary yet**Zhen Huang et al.*2024 · 58 citations* 4. **[OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI](https://md.research.elamur.ai/free/en/papers/huang-2024-olympicarena-benchmarking-multi-discipline-cognitive/) [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/)**Zhen Huang, Zengzhi Wang, Shijie Xia, et al.*2024 · 56 citations* 5. **[LIMR: Less is More for RL Scaling ↗](https://arxiv.org/abs/2502.11886) arXiv:2502.11886 · no summary yet**Xuefeng Li, Haoyang Zou, Pengfei Liu*2025 · 51 citations* 6. [**UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning arXiv:2509.02544**Haoming Wang, Haoyang Zou, Huatong Song, et al.*2025 · 26 citations*](https://md.research.elamur.ai/free/en/papers/wang-2025-ui-tars-2-technical/) ## Co-authors here 12 of 25 co-authors with a page, the most papers together first. - [Xuefeng Li](https://md.research.elamur.ai/free/en/authors/xuefeng-li/) ×3 - [Pengfei Liu](https://md.research.elamur.ai/free/en/authors/pengfei-liu/) ×2 - [Shijie Xia](https://md.research.elamur.ai/free/en/authors/shijie-xia/) ×2 - [Yixin Ye](https://md.research.elamur.ai/free/en/authors/yixin-ye/) ×2 - [Zhen Huang](https://md.research.elamur.ai/free/en/authors/zhen-huang/) ×2 - [Ethan Chern](https://md.research.elamur.ai/free/en/authors/ethan-chern/) - [Haoming Wang](https://md.research.elamur.ai/free/en/authors/haoming-wang/) - [Huatong Song](https://md.research.elamur.ai/free/en/authors/huatong-song/) - [Jiazhan Feng](https://md.research.elamur.ai/free/en/authors/jiazhan-feng/) - [Junjie Fang](https://md.research.elamur.ai/free/en/authors/junjie-fang/) - [Junting Lu](https://md.research.elamur.ai/free/en/authors/junting-lu/) - [Lyumanshan Ye](https://md.research.elamur.ai/free/en/authors/lyumanshan-ye/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/): [NeurIPS 2024](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/2024/) ## Cited by Papers of our library cite their works 322 times (of the 149,439 papers whose bibliographies we read); [112 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/haoyang-zou/cited-by/). Updated 2 November 2026