Xiaoxuan Liu
Xiaoxuan Liu has 2 papers in our library, in 2023–2024, most of them on GPU & parallel computing, Efficient models & compression; often with Ion Gabriel Stoica, Alvin Cheung, Hao Zhang.
OpenAlex · ORCID · h-index 21 · 89 works · 2,192 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 156 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #8051
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 worksComputer Vision and Pattern Recognition · 2 worksLanguage and Linguistics · 2 worksHardware and Architecture · 1 work
🧭 Topics 2Research subjects and languages the work is about.Efficient models & compression · 1 workGPU & parallel computing · 1 work
Works by year
2020s
Papers
- Online Speculative Decoding (2023 · 65 citations)
Speculative decoding speeds up LLM inference by having a small draft model propose tokens that a large target model checks in parallel. - MoE-Lightning: High-Throughput MoE Inference on Memory-constrained GPUs (2024 · 51 citations)
Mixture-of-Experts LLMs keep per-token compute low but need very large amounts of memory. The expert FFNs of Mixtral 8x22B alone take more than 256 GB. This paper targets offline, throughput-oriented batch inference, such as model evaluation, synthetic data generation and data wrangling, when the GPU cannot hold the…
All works
- Online Speculative DecodingarXiv:2310.07177Xiaoxuan Liu, Lanxiang Hu, Peter Bailis, et al.2023 · 65 citations
- MoE-Lightning: High-Throughput MoE Inference on Memory-constrained GPUsASPLOS 2025Shiyi Cao, Shu Liu, Tyler Griggs, et al.2024 · 51 citations
- Mélange: Cost Efficient Large Language Model Serving by Exploiting GPU Heterogeneity ↗arXiv:2404.14527 · no summary yetTyler Griggs et al.2024 · 26 citations
- TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput ↗arXiv (Cornell University) · no summary yetXiaoxuan Liu et al.2024 · 20 citations
Co-authors here
- Ion Gabriel Stoica ×2
- Alvin Cheung
- Hao Zhang
- Joseph E. Gonzalez
- Matei Zaharia
- Peter D. Bailis
- Shiyi Cao
- Shu Liu
- Tyler Griggs
- Ying Sheng
- Zhijie Deng
Venues
- ASPLOS 2025
Cited by
Updated
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