--- title: "Xiaoyang Liu — author profile and papers — Elamur Research" description: "Xiaoyang Liu, Chinese Academy of Medical Sciences & Peking Union Medical College: 3 papers on Elamur Research (2025–2026), h-index…" canonical: "https://research.elamur.ai/free/en/authors/xiaoyang-liu/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/xiaoyang-liu/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Xiaoyang Liu # Xiaoyang Liu Xiaoyang Liu has 3 papers in our library, in 2025–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/), [Vision & language](https://md.research.elamur.ai/free/en/topics/multimodal/); often with [Dawei Wang](https://md.research.elamur.ai/free/en/authors/dawei-wang/), [Gary Ushaw](https://md.research.elamur.ai/free/en/authors/gary-ushaw/), [Richard Davison](https://md.research.elamur.ai/free/en/authors/richard-davison/). 3 papers in our library · 2025–2026 [OpenAlex](https://openalex.org/A5011365078) · [ORCID](https://orcid.org/0000-0003-0774-4363) · [**h-index 14**](https://openalex.org/authors/A5011365078) · [63 works](https://openalex.org/works?filter=author.id:A5011365078) · [741 citations](https://openalex.org/works?filter=author.id:A5011365078&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/xiaoyang-liu/#papers) · [🔗 Cited 15 times in our library](https://md.research.elamur.ai/free/en/authors/xiaoyang-liu/cited-by/) · [⭐ Paper Stars ranking: #10568](https://md.research.elamur.ai/free/en/paper-stars/page/106/#star-10568) 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=Xiaoyang+Liu) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Xiaoyang+Liu) · [dblp](https://dblp.org/search?q=Xiaoyang+Liu) · [ACL Anthology](https://aclanthology.org/search/?q=Xiaoyang+Liu) ## Affiliations [🎓**Qingdao University of Technology** Qingdao · China 2021–2026 · 23 papers*current*](https://ror.org/01qzc0f54) · [🎓**Chinese Academy of Medical Sciences & Peking Union Medical College** Beijing · China 2023–2026 · 4 papers*current*](https://ror.org/02drdmm93) · [🎓**Shanghai Maritime University** Shanghai · China 2025–2026 · 4 papers*current*](https://ror.org/04z7qrj66) · [🎓**Imperial College London** London · United Kingdom 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/imperial-college-london/) · [🎓**Shanghai Jiao Tong University** Shanghai · China 2013–2025 · 3 papers](https://md.research.elamur.ai/free/en/universities/shanghai-jiao-tong-university/) · [🎓**Jilin University** Changchun · China 2014–2022 · 3 papers](https://md.research.elamur.ai/free/en/universities/jilin-university/) · [🎓**City University of Hong Kong** Hong Kong · China 2025 · 2 papers](https://md.research.elamur.ai/free/en/universities/city-university-of-hong-kong/) · [🎓**Lanzhou University** Lanzhou · China 2025 · 2 papers](https://md.research.elamur.ai/free/en/universities/lanzhou-university/) · [🎓**Beijing University of Technology** Beijing · China 2012–2024 · 2 papers](https://md.research.elamur.ai/free/en/universities/beijing-university-of-technology/) · [🎓**Cardiff University** Cardiff · United Kingdom 2018–2020 · 2 papers](https://md.research.elamur.ai/free/en/universities/cardiff-university/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 7 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 7 The field of science this work belongs to (OpenAlex fields).[Computer Science · 3 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/) · [Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computational Theory and Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computational-theory-and-mathematics/) · [Control and Systems Engineering · 1 work](https://md.research.elamur.ai/free/en/shelves/engineering/control-and-systems-engineering/) · [Engineering · 1 work](https://md.research.elamur.ai/free/en/shelves/engineering/) 🧭 Topics 3 Research subjects and languages the work is about.[Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Vision & language · 1 work](https://md.research.elamur.ai/free/en/topics/multimodal/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/xiaoyang-liu/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/xiaoyang-liu/year/2025/) ## Papers The most cited first (OpenAlex and our library). 1. **[ATLAS: Autoformalizing Theorems through Lifting, Augmentation, and Synthesis of Data](https://md.research.elamur.ai/free/en/papers/liu-2025-atlas-autoformalizing-theorems-through-lifting/)** *(2025 · 16 citations)* The paper addresses autoformalization: converting natural-language theorem statements into machine-checkable Lean 4 code. 2. **[MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation](https://md.research.elamur.ai/free/en/papers/wang-2026-mars-ra-rank-aggregation-credit/)** *(2026)* The paper addresses credit assignment in cooperative multi-agent reinforcement learning (MARL) for embodied AI. In this setting, agents see only noisy egocentric views, rewards are sparse and delayed, and agents may join or drop out mid-task. Classic methods such as VDN, QMIX and COMA struggle under these conditions. 3. **[Tracing the Light of Thought: A Probabilistic Self- and Cross-Consistency Verification Mechanism Improving Mathematical Reasoning in LLMs](https://md.research.elamur.ai/free/en/papers/liu-2026-tracing-light-thought-probabilistic-self/)** *(2026)* Self Consistency (SC) samples many reasoning chains and returns the most common answer. It breaks down on hard math problems, where wrong answers outnumber right ones. The authors borrow an idea from computer graphics, Metropolis Light Transport, which concentrates sampling near light paths already known to carry… ## Co-authors here 6 co-authors with a page, the most papers together first. - [Dawei Wang](https://md.research.elamur.ai/free/en/authors/dawei-wang/) ×2 - [Gary Ushaw](https://md.research.elamur.ai/free/en/authors/gary-ushaw/) ×2 - [Richard Davison](https://md.research.elamur.ai/free/en/authors/richard-davison/) ×2 - [Huizhi Liang](https://md.research.elamur.ai/free/en/authors/huizhi-liang/) - [Tao Luo](https://md.research.elamur.ai/free/en/authors/tao-luo/) - [Yu Chen](https://md.research.elamur.ai/free/en/authors/yu-chen/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/): [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) - [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) - [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/): [NeurIPS 2025](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/2025/) ## Cited by Papers of our library cite their works 15 times (of the 149,439 papers whose bibliographies we read); [1 citing paper with a page here →](https://md.research.elamur.ai/free/en/authors/xiaoyang-liu/cited-by/). Updated 1 November 2026