Shiyi Cao
Shiyi Cao has 3 papers in our library, in 2023–2024, most of them on Language models & pretraining, Reasoning; often with Joseph E. Gonzalez, Lianmin Zheng, Ying Sheng.
OpenAlex · ORCID · h-index 27 · 92 works · 2,207 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 1,035 times in our library · 14 more in our library without a page yet · ⭐ Paper Stars ranking: #2954
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 3 worksComputer Science · 3 worksArtificial Intelligence · 3 worksLanguage and Linguistics · 3 worksHardware and Architecture · 2 works
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workReasoning · 1 work
💡 Concepts 1Key ideas and methods explained on our concept pages.Retrieval-augmented generation · 1 work
Works by year
2020s
Papers
- SGLang: Efficient Execution of Structured Language Model Programs (2023 · 729 citations)
Modern LLM applications such as agents, few-shot evaluation, tree-of-thought search, RAG and JSON extraction rarely make a single model call. - S-LoRA: Serving Thousands of Concurrent LoRA Adapters (2023 · 80 citations)
Organizations increasingly fine-tune one base LLM into many task-specific LoRA variants, but serving them all at once is poorly supported. - Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models (2024 · 67 citations)
Prompting strategies for LLM reasoning fall into two camps. Single-query methods such as CoT or few-shot prompting rely on hand-made, task-specific exemplars. Multi-query methods such as ToT and GoT explore many reasoning paths but are computationally expensive. Neither reuses general lessons from problems already…
All works
- SGLang: Efficient Execution of Structured Language Model ProgramsConference on Neural Information Processing Systems (NeurIPS)Lianmin Zheng, Liangsheng Yin, Zhiqiang Xie, et al.2023 · 729 citations
- S-LoRA: Serving Thousands of Concurrent LoRA AdaptersMLSys 2024Ying Sheng, Shiyi Cao, Dacheng Li, et al.2023 · 80 citations
- NVILA: Efficient Frontier Visual Language Models ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetZhijian Liu et al.2025 · 73 citations
- Buffer of Thoughts: Thought-Augmented Reasoning with Large Language ModelsConference on Neural Information Processing Systems (NeurIPS)Ling Yang, Zhaochen Yu, Tianjun Zhang, et al.2024 · 67 citations
- Fairness in Serving Large Language Models ↗arXiv (Cornell University) · no summary yetYing Sheng et al.2023 · 62 citations
- LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters! ↗arXiv:2502.07374 · no summary yetDacheng Li et al.2025 · 56 citations
- MoE-Lightning: High-Throughput MoE Inference on Memory-constrained GPUs ↗ASPLOS 2025 · no summary yetShiyi Cao et al.2024 · 51 citations
- NEO: Saving GPU Memory Crisis with CPU Offloading for Online LLM Inference ↗arXiv:2411.01142 · no summary yetXuanlin Jiang et al.2024 · 37 citations
- MoE-L ightning : High-Throughput MoE Inference on Memory-constrained GPUs ↗ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS) · no summary yetShiyi Cao et al.2025 · 28 citations
- Autonomous biomedical research with an artificial intelligence agent ↗Science · no summary yetKexin Huang et al.2026 · 26 citations
- S*: Test Time Scaling for Code Generation ↗Findings of the Association for Computational Linguistics: EMNLP 2025 · no summary yetDacheng Li et al.2025 · 26 citations
- K-Search: LLM Kernel Generation via Co-Evolving Intrinsic World Model ↗arXiv:2602.19128 · no summary yetShiyi Cao et al.2026 · 21 citations
- Language Models Can Easily Learn to Reason from Demonstrations ↗Findings of the Association for Computational Linguistics: EMNLP 2025 · no summary yetDacheng Li et al.2025 · 14 citations
- Optimizing LLM Queries in Relational Data Analytics Workloads ↗arXiv:2403.05821 · no summary yetShu Liu et al.2024 · 12 citations
- WorldModelBench: Judging Video Generation Models As World Models ↗neural information processing systems · no summary yetDacheng Li et al.2025 · 11 citations
- SkyRL-Agent: Efficient RL Training for Multi-turn LLM Agent ↗arXiv (Cornell University) · no summary yetShiyi Cao et al.2025 · 8 citations
- Locality-aware Fair Scheduling in LLM Serving ↗arXiv (Cornell University) · no summary yetShiyi Cao et al.2025 · 7 citations
Co-authors here
- Joseph E. Gonzalez ×2
- Lianmin Zheng ×2
- Ying Sheng ×2
- Banghua Zhu
- Bin Cui
- Clark Barrett
- Cody Hao Yu
- Coleman Hooper
- Dacheng Li
- Ion Gabriel Stoica
- Kurt Keutzer
- Ling Yang
Venues
- Conference on Neural Information Processing Systems (NeurIPS) ×2: NeurIPS 2024, NeurIPS 2023
- Findings of the Association for Computational Linguistics: EMNLP 2025 ×2
- ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS)
- ASPLOS 2025
- IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings
- MLSys 2024
- Science
- neural information processing systems
Cited by
Updated
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