--- title: "Lin Lee Cheong · Amazon — author profile and papers" description: "Lin Lee Cheong, Amazon: 2 papers on Elamur Research (2026), h-index 8 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/lin-lee-cheong/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/lin-lee-cheong/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Lin Lee Cheong # Lin Lee Cheong Lin Lee Cheong has 2 papers in our library, in 2026; often with [Zhichao Xu](https://md.research.elamur.ai/free/en/authors/zhichao-xu/), [Kang Zhou](https://md.research.elamur.ai/free/en/authors/kang-zhou/), [Kiran Ramnath](https://md.research.elamur.ai/free/en/authors/kiran-ramnath/). 2 papers in our library · 2026 [OpenAlex](https://openalex.org/A5049488691) · [ORCID](https://orcid.org/0009-0006-8935-6602) · [Wikidata](https://www.wikidata.org/wiki/Q130940682) · [**h-index 8**](https://openalex.org/authors/A5049488691) · [35 works](https://openalex.org/works?filter=author.id:A5049488691) · [302 citations](https://openalex.org/works?filter=author.id:A5049488691&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/lin-lee-cheong/#papers) · [🔗 Cited 28 times in our library](https://md.research.elamur.ai/free/en/authors/lin-lee-cheong/cited-by/) · [⭐ Paper Stars ranking: #9944](https://md.research.elamur.ai/free/en/paper-stars/page/100/#star-9944) 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=Lin+Lee+Cheong) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Lin+Lee+Cheong) · [dblp](https://dblp.org/search?q=Lin+Lee+Cheong) · [ACL Anthology](https://aclanthology.org/search/?q=Lin+Lee+Cheong) ## Affiliations [🏢**Amazon** Seattle · United States 2021–2026 · 23 papersEmployment · Senior Manager, Applied Science, AWS*current*](https://md.research.elamur.ai/free/en/companies/amazon/) · [🎓**Massachusetts Institute of Technology** Cambridge · United States 2008–2014 · 11 papersEducation 2008–2013 · PhD, Electrical Engineering and Computer Science](https://md.research.elamur.ai/free/en/universities/massachusetts-institute-of-technology/) · [🏢**IBM** Armonk · United States 2015 · 4 papers](https://md.research.elamur.ai/free/en/companies/ibm/) · [🔬**IBM Research - Zurich** Rüschlikon · Switzerland 2013 · 2 papers](https://md.research.elamur.ai/free/en/labs/ibm-research-zurich/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. ## 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/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/lin-lee-cheong/year/2026/) ## Papers The most cited first (OpenAlex and our library). 1. **[Reinforcement Learning for Self-Improving Agent with Skill Library](https://md.research.elamur.ai/free/en/papers/wang-2026-reinforcement-learning-self-improving-agent/)** *(2026 · 8 citations)* Agents built on LLMs and trained with RL often stay tied to their training scenarios. They struggle to turn experience gathered after deployment into better performance on later tasks. Skill libraries, where agents store reusable routines, can help, but current versions rely on hand-written prompts and so depend on… 2. **[Learning to Ideate for Machine Learning Engineering Agents](https://md.research.elamur.ai/free/en/papers/zhang-2026-learning-ideate-machine-learning-engineering/)** *(2026 · 2 citations)* Agents for machine learning engineering (MLE) often stop once they have one working solution and do not keep refining it. ## Co-authors here 8 co-authors with a page, the most papers together first. - [Zhichao Xu](https://md.research.elamur.ai/free/en/authors/zhichao-xu/) ×2 - [Kang Zhou](https://md.research.elamur.ai/free/en/authors/kang-zhou/) - [Kiran Ramnath](https://md.research.elamur.ai/free/en/authors/kiran-ramnath/) - [Sangmin Woo](https://md.research.elamur.ai/free/en/authors/sangmin-woo/) - [Soumya Smruti Mishra](https://md.research.elamur.ai/free/en/authors/soumya-smruti-mishra/) - [Yawei Wang](https://md.research.elamur.ai/free/en/authors/yawei-wang/) - [Yijun Tian](https://md.research.elamur.ai/free/en/authors/yijun-tian/) - [Yunxiang Zhang](https://md.research.elamur.ai/free/en/authors/yunxiang-zhang/) ## 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/) - [Conference of the European Chapter of the Association for Computational Linguistics (EACL)](https://md.research.elamur.ai/free/en/venues/eacl/): [EACL 2026](https://md.research.elamur.ai/free/en/venues/eacl/2026/) - [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/) ## Cited by Papers of our library cite their works 28 times (of the 149,439 papers whose bibliographies we read); [4 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/lin-lee-cheong/cited-by/). Updated 31 October 2026