--- title: "Wonmin Byeon — author profile and papers — Elamur Research" description: "Wonmin Byeon: 2 papers on Elamur Research (2024), h-index 17 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/wonmin-byeon/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/wonmin-byeon/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Wonmin Byeon # Wonmin Byeon Wonmin Byeon has 2 papers in our library, in 2024, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/); often with [Albert Gu](https://md.research.elamur.ai/free/en/authors/albert-gu/), [Ameya Sunil Mahabaleshwarkar](https://md.research.elamur.ai/free/en/authors/ameya-sunil-mahabaleshwarkar/), [Brandon Norick](https://md.research.elamur.ai/free/en/authors/brandon-norick/). 2 papers in our library · 2024 [OpenAlex](https://openalex.org/A5025693806) · [ORCID](https://orcid.org/0000-0002-4780-4749) · [**h-index 17**](https://openalex.org/authors/A5025693806) · [67 works](https://openalex.org/works?filter=author.id:A5025693806) · [2,649 citations](https://openalex.org/works?filter=author.id:A5025693806&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/wonmin-byeon/#papers) · [🔗 Cited 243 times in our library](https://md.research.elamur.ai/free/en/authors/wonmin-byeon/cited-by/) · [3 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #7618](https://md.research.elamur.ai/free/en/paper-stars/page/77/#star-7618) 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=Wonmin+Byeon) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Wonmin+Byeon) · [dblp](https://dblp.org/search?q=Wonmin+Byeon) · [ACL Anthology](https://aclanthology.org/search/?q=Wonmin+Byeon) ## Affiliations [🏢**Nvidia** Santa Clara · United States 2018–2025 · 28 papers](https://md.research.elamur.ai/free/en/companies/nvidia/) · [🏢**Nvidia** Reading · United Kingdom 2020–2025 · 12 papers](https://md.research.elamur.ai/free/en/companies/nvidia-united-kingdom/) · [🎓**University of Kaiserslautern** Kaiserslautern · Germany 2013–2016 · 9 papers](https://ror.org/04zrf7b53) · [🔬**German Research Centre for Artificial Intelligence** Kaiserslautern · Germany 2014–2016 · 6 papers](https://md.research.elamur.ai/free/en/labs/german-research-centre-for-artificial-intelligence/) · [🎓**ETH Zurich** Zurich · Switzerland 2018–2019 · 3 papers](https://md.research.elamur.ai/free/en/universities/eth-zurich/) · [🔬**Dalle Molle Institute for Artificial Intelligence Research** Lugano · Switzerland 2015–2018 · 2 papers](https://md.research.elamur.ai/free/en/labs/dalle-molle-institute-for-artificial-intelligence-research/) 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 5 The field of science this work belongs to (OpenAlex fields).[Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [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/) · [Computer Vision and Pattern Recognition · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [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.[Language models & pretraining · 2 works](https://md.research.elamur.ai/free/en/topics/language-models/) ## Works by year ### 2020s [**2024** 2 papers](https://md.research.elamur.ai/free/en/authors/wonmin-byeon/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[An Empirical Study of Mamba-based Language Models](https://md.research.elamur.ai/free/en/papers/waleffe-2024-empirical-study-mamba-based-language/)** *(2024 · 67 citations)* Selective state-space models (SSMs) such as Mamba could make inference cheaper than in Transformers. They avoid attention's quadratic cost and the ever-growing key-value cache. However, earlier comparisons with identical training data covered only small models. This NVIDIA-led report addresses that gap. It trains… 2. **[Hymba: A Hybrid-head Architecture for Small Language Models](https://md.research.elamur.ai/free/en/papers/dong-2024-hymba-hybrid-head-architecture-small/)** *(2024 · 50 citations)* Small language models must balance accuracy against memory and speed. Transformers recall context well, but their compute cost and KV cache grow quickly with sequence length. State space models such as Mamba run cheaply but recall poorly. Earlier hybrids stacked the two layer types one after another, so a weak layer… ## All works 5 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. **[GroupViT: Semantic Segmentation Emerges from Text Supervision ↗](https://doi.org/10.1109/cvpr52688.2022.01760) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Jiarui Xu et al.*2022 · 483 citations* 2. **[Scene labeling with LSTM recurrent neural networks ↗](https://doi.org/10.1109/cvpr.2015.7298977) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Wonmin Byeon et al.*2015 · 393 citations* 3. **[Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion Models ↗](https://doi.org/10.1109/cvpr52729.2023.00289) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Jiarui Xu et al.*2023 · 374 citations* 4. [**An Empirical Study of Mamba-based Language Models arXiv:2406.07887**Roger Waleffe, Wonmin Byeon, Duncan Riach, et al.*2024 · 67 citations*](https://md.research.elamur.ai/free/en/papers/waleffe-2024-empirical-study-mamba-based-language/) 5. [**Hymba: A Hybrid-head Architecture for Small Language Models arXiv:2411.13676**Xin Dong, Yonggan Fu, Shizhe Diao, et al.*2024 · 50 citations*](https://md.research.elamur.ai/free/en/papers/dong-2024-hymba-hybrid-head-architecture-small/) ## Co-authors here 12 of 13 co-authors with a page, the most papers together first. - [Albert Gu](https://md.research.elamur.ai/free/en/authors/albert-gu/) - [Ameya Sunil Mahabaleshwarkar](https://md.research.elamur.ai/free/en/authors/ameya-sunil-mahabaleshwarkar/) - [Brandon Norick](https://md.research.elamur.ai/free/en/authors/brandon-norick/) - [Deepak Narayanan](https://md.research.elamur.ai/free/en/authors/deepak-narayanan/) - [Jan Kautz](https://md.research.elamur.ai/free/en/authors/jan-kautz/) - [Shizhe Diao](https://md.research.elamur.ai/free/en/authors/shizhe-diao/) - [Tri Dao](https://md.research.elamur.ai/free/en/authors/tri-dao/) - [Vijay Korthikanti](https://md.research.elamur.ai/free/en/authors/vijay-korthikanti/) - [Xin Dong](https://md.research.elamur.ai/free/en/authors/xin-dong/) - [Yingyan Celine Lin](https://md.research.elamur.ai/free/en/authors/yingyan-celine-lin/) - [Yonggan Fu](https://md.research.elamur.ai/free/en/authors/yonggan-fu/) - [Yoshi Suhara](https://md.research.elamur.ai/free/en/authors/yoshi-suhara/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings ×3 ## Cited by Papers of our library cite their works 243 times (of the 149,439 papers whose bibliographies we read); [37 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/wonmin-byeon/cited-by/). Updated 2 November 2026