Siyuan Chen

According to our database, Siyuan Chen authored at least 8 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2025

SLOs-Serve: Optimized Serving of Multi-SLO LLMs.

Siyuan Chen, Zhipeng Jia, Samira Khan, Arvind Krishnamurthy, Phillip B. Gibbons

CoRR, April, 2025

RTBAS: Defending LLM Agents Against Prompt Injection and Privacy Leakage.

Peter Yong Zhong, Siyuan Chen, Ruiqi Wang, McKenna McCall, Ben L. Titzer, Heather Miller, Phillip B. Gibbons

CoRR, February, 2025

Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors.

Siyuan Chen, Zhuofeng Wang, Zelong Guan, Yudong Liu, Phillip B. Gibbons

Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024

Practical offloading for fine-tuning LLM on commodity GPU via learned subspace projectors.

Siyuan Chen, Zelong Guan, Yudong Liu, Phillip B. Gibbons

CoRR, 2024

2023

TileFlow: A Framework for Modeling Fusion Dataflow via Tree-based Analysis.

Size Zheng, Siyuan Chen, Siyuan Gao, Liancheng Jia, Guangyu Sun, Runsheng Wang, Yun Liang

Proceedings of the 56th Annual IEEE/ACM International Symposium on Microarchitecture, 2023

ED-Batch: Efficient Automatic Batching of Dynamic Neural Networks via Learned Finite State Machines.

Siyuan Chen, Pratik Pramod Fegade, Tianqi Chen, Phillip B. Gibbons, Todd C. Mowry

Proceedings of the International Conference on Machine Learning, 2023

Chimera: An Analytical Optimizing Framework for Effective Compute-intensive Operators Fusion.

Size Zheng, Siyuan Chen, Peidi Song, Renze Chen, Xiuhong Li, Shengen Yan, Dahua Lin, Jingwen Leng, Yun Liang

Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, 2023

Memory and Computation Coordinated Mapping of DNNs onto Complex Heterogeneous SoC.

Size Zheng, Siyuan Chen, Yun Liang

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023