Xuyang Shen
Xuyang Shen has 2 papers in our library, in 2023–2024, most of them on Language models & pretraining; often with Dong Li, Weigao Sun, Weixuan Sun.
OpenAlex · h-index 5 · 27 works · 139 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 184 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #7459
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 workHardware and Architecture · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- TransNormerLLM: A Faster and Better Large Language Model with Improved TransNormer (2023 · 33 citations)
Linear attention promises to remove the quadratic cost of softmax attention. In practice, earlier linear-attention models have trailed Transformers in language-modeling quality and rarely ran faster on real hardware. The authors close this gap with TransNormerLLM, a redesigned version of their TransNormer… - Lightning Attention-2: A Free Lunch for Handling Unlimited Sequence Lengths in Large Language Models (2024 · 31 citations)
Linear attention should cost O(n) instead of the O(n²) of softmax attention. In causal language modeling, however, existing implementations lose this advantage: the kernel trick needs a cumulative summation (cumsum) that parallelizes poorly on GPUs. Lightning Attention-1 had already reduced the memory-I/O bottleneck…
All works
- TransNormerLLM: A Faster and Better Large Language Model with Improved TransNormerarXiv:2307.14995Zhen Qin, Dong Li, Weigao Sun, et al.2023 · 33 citations
- Lightning Attention-2: A Free Lunch for Handling Unlimited Sequence Lengths in Large Language ModelsarXiv:2401.04658Zhen Qin, Weigao Sun, Dong Li, et al.2024 · 31 citations
- Linear Attention Sequence Parallelism ↗arXiv:2404.02882 · no summary yetWeigao Sun et al.2024 · 12 citations
Co-authors here
Cited by
Updated
This page in Markdown → https://md.research.elamur.ai/free/en/authors/xuyang-shen/