--- title: "Junyu Luo · Peking University — author profile and papers" description: "Junyu Luo, Peking University: 2 papers on Elamur Research (2025), h-index 17 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/junyu-luo/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/junyu-luo/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Junyu Luo # Junyu Luo Junyu Luo has 2 papers in our library, in 2025, most of them on [GPU & parallel computing](https://md.research.elamur.ai/free/en/topics/gpu-parallel-computing/), [Efficient models & compression](https://md.research.elamur.ai/free/en/topics/efficient-models/); often with [Chong Ruan](https://md.research.elamur.ai/free/en/authors/chong-ruan/), [Damai Dai](https://md.research.elamur.ai/free/en/authors/damai-dai/), [Huazuo Gao](https://md.research.elamur.ai/free/en/authors/huazuo-gao/). 2 papers in our library · 2025 [OpenAlex](https://openalex.org/A5101912906) · [ORCID](https://orcid.org/0009-0001-6894-1144) · [**h-index 17**](https://openalex.org/authors/A5101912906) · [56 works](https://openalex.org/works?filter=author.id:A5101912906) · [1,090 citations](https://openalex.org/works?filter=author.id:A5101912906&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/junyu-luo/#papers) · [🔗 Cited 201 times in our library](https://md.research.elamur.ai/free/en/authors/junyu-luo/cited-by/) · [2 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #4685](https://md.research.elamur.ai/free/en/paper-stars/page/47/#star-4685) 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=Junyu+Luo) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Junyu+Luo) · [dblp](https://dblp.org/search?q=Junyu+Luo) · [ACL Anthology](https://aclanthology.org/search/?q=Junyu+Luo) ## Affiliations [🎓**Peking University** Beijing · China 2024–2026 · 23 papers*current*](https://md.research.elamur.ai/free/en/universities/peking-university/) · [🎓**Pennsylvania State University** State College · United States 2020–2023 · 11 papers](https://md.research.elamur.ai/free/en/universities/pennsylvania-state-university/) · [🎓**Beihang University** Beijing · China 2020–2022 · 5 papers](https://md.research.elamur.ai/free/en/universities/beihang-university/) · [🎓**Sichuan University** Chengdu · China 2017–2019 · 5 papers](https://md.research.elamur.ai/free/en/universities/sichuan-university/) · [🎓**University of California, Los Angeles** Los Angeles · United States 2024–2025 · 3 papers](https://md.research.elamur.ai/free/en/universities/university-of-california-los-angeles/) 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 5 The field of science this work belongs to (OpenAlex fields).[Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) 🧭 Topics 2 Research subjects and languages the work is about.[Efficient models & compression · 1 work](https://md.research.elamur.ai/free/en/topics/efficient-models/) · [GPU & parallel computing · 1 work](https://md.research.elamur.ai/free/en/topics/gpu-parallel-computing/) ## Works by year ### 2020s [**2025** 2 papers Junyu Luo's papers of 2025](https://md.research.elamur.ai/free/en/authors/junyu-luo/year/2025/) ## Papers The most cited first (OpenAlex and our library). 1. **[Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention](https://md.research.elamur.ai/free/en/papers/yuan-2025-native-sparse-attention-hardware/)** *(2025 · 135 citations)* Standard softmax attention becomes the main cost in long-context language models. The authors estimate it takes 70–80% of decoding latency at 64k tokens. Earlier sparse attention methods often save compute on paper but not in wall-clock time. Many speed up only prefilling or only decoding, clash with GQA/MQA memory… 2. **[Large Language Model Agent: A Survey on Methodology, Applications and Challenges](https://md.research.elamur.ai/free/en/papers/luo-2025-large-language-model-agent-survey/)** *(2025 · 59 citations)* Work on LLM-based agents has grown quickly but remains scattered. Existing reviews tend to cover one slice, such as games, deployment settings, multimodality or security, or they give broad overviews without a method-level breakdown. Luo et al. address this with a survey built around how agents are engineered. Its… ## All works 4 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. [**Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention arXiv:2502.11089**Jingyang Yuan, Huazuo Gao, Damai Dai, et al.*2025 · 135 citations*](https://md.research.elamur.ai/free/en/papers/yuan-2025-native-sparse-attention-hardware/) 2. [**Large Language Model Agent: A Survey on Methodology, Applications and Challenges arXiv:2503.21460**Junyu Luo, Weizhi Zhang, Ye Yuan, et al.*2025 · 59 citations*](https://md.research.elamur.ai/free/en/papers/luo-2025-large-language-model-agent-survey/) 3. **[FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation ↗](https://aclanthology.org/2025.acl-long.1426/) Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yet**Junyu Luo et al.*2025 · 19 citations* 4. **[A Survey on Efficient Large Language Model Training: From Data-centric Perspectives ↗](https://aclanthology.org/2025.acl-long.1493/) Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yet**Junyu Luo et al.*2025 · 14 citations* ## Co-authors here 8 co-authors with a page, the most papers together first. - [Chong Ruan](https://md.research.elamur.ai/free/en/authors/chong-ruan/) - [Damai Dai](https://md.research.elamur.ai/free/en/authors/damai-dai/) - [Huazuo Gao](https://md.research.elamur.ai/free/en/authors/huazuo-gao/) - [Lean Wang](https://md.research.elamur.ai/free/en/authors/lean-wang/) - [Liang Zhao](https://md.research.elamur.ai/free/en/authors/liang-zhao/) - [Yusheng Zhao](https://md.research.elamur.ai/free/en/authors/yusheng-zhao/) - [Zhenda Xie](https://md.research.elamur.ai/free/en/authors/zhenda-xie/) - [Zhengyan Zhang](https://md.research.elamur.ai/free/en/authors/zhengyan-zhang/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) ×2 ## Cited by Papers of our library cite their works 201 times (of the 141,840 papers whose bibliographies we read); [2 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/junyu-luo/cited-by/). Updated 24 October 2026