--- title: "Lintao Ma — author profile and papers — Elamur Research" description: "Lintao Ma, Ocean University of China: 2 papers on Elamur Research (2023–2026), h-index 0 — affiliations, topics, co-authors and who cites…" canonical: "https://research.elamur.ai/free/en/authors/lintao-ma/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/lintao-ma/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Lintao Ma # Lintao Ma Lintao Ma has 2 papers in our library, in 2023–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/); often with [James Y. Zhang](https://md.research.elamur.ai/free/en/authors/james-y-zhang/), [Jie Sun](https://md.research.elamur.ai/free/en/authors/jie-sun/), [Jun Zhou](https://md.research.elamur.ai/free/en/authors/jun-zhou/). 2 papers in our library · 2023–2026 [OpenAlex](https://openalex.org/A5133383196) · [**h-index 0**](https://openalex.org/authors/A5133383196) · [3 works](https://openalex.org/works?filter=author.id:A5133383196) · [0 citations](https://openalex.org/works?filter=author.id:A5133383196&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/lintao-ma/#papers) · [🔗 Cited 78 times in our library](https://md.research.elamur.ai/free/en/authors/lintao-ma/cited-by/) · [⭐ Paper Stars ranking: #8385](https://md.research.elamur.ai/free/en/paper-stars/page/84/#star-8385) 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=Lintao+Ma) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Lintao+Ma) · [dblp](https://dblp.org/search?q=Lintao+Ma) · [ACL Anthology](https://aclanthology.org/search/?q=Lintao+Ma) ## Affiliations [🎓**Ocean University of China** Qingdao · China 2026 · 3 papers*current*](https://md.research.elamur.ai/free/en/universities/ocean-university-of-china/) 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 6 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/) · [Signal Processing · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/signal-processing/) 🧭 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 [**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/lintao-ma/year/2026/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/lintao-ma/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[Time-LLM: Time Series Forecasting by Reprogramming Large Language Models](https://md.research.elamur.ai/free/en/papers/jin-2023-time-llm-time-series-forecasting/)** *(2023 · 77 citations)* Forecasting models for time series are usually built for a single task or domain. Pre-trained foundation models for this data type are scarce because large training collections are lacking. Time-LLM tackles this by adapting an existing large language model to forecasting while leaving all of its weights frozen. 2. **[SepSeq: A Training-Free Framework for Long Numerical Sequence Processing in LLMs](https://md.research.elamur.ai/free/en/papers/sun-2026-sepseq-training-free-framework-long/)** *(2026 · 1 citation)* Modern LLMs advertise very long context windows, yet they handle long sequences of numbers poorly. Tasks such as counting, filtering, or spotting trends need exact access to every value. The authors trace this failure to attention dispersion: as inputs grow, Softmax spreads attention over many similar numeric tokens… ## Co-authors here 12 of 17 co-authors with a page, the most papers together first. - [James Y. Zhang](https://md.research.elamur.ai/free/en/authors/james-y-zhang/) - [Jie Sun](https://md.research.elamur.ai/free/en/authors/jie-sun/) - [Jun Zhou](https://md.research.elamur.ai/free/en/authors/jun-zhou/) - [Ming Jin](https://md.research.elamur.ai/free/en/authors/ming-jin/) - [Pengfei Liu](https://md.research.elamur.ai/free/en/authors/pengfei-liu/) - [Pin-Yu Chen](https://md.research.elamur.ai/free/en/authors/pin-yu-chen/) - [Qingsong Wen](https://md.research.elamur.ai/free/en/authors/qingsong-wen/) - [Shirui Pan](https://md.research.elamur.ai/free/en/authors/shirui-pan/) - [Shiyu Wang](https://md.research.elamur.ai/free/en/authors/shiyu-wang/) - [Xiang Wang](https://md.research.elamur.ai/free/en/authors/xiang-wang/) - [Xiaoming Shi](https://md.research.elamur.ai/free/en/authors/xiaoming-shi/) - [Xingyu Lu](https://md.research.elamur.ai/free/en/authors/xingyu-lu/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [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/) ## Cited by Papers of our library cite their works 78 times (of the 149,439 papers whose bibliographies we read); [9 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/lintao-ma/cited-by/). Updated 2 November 2026