Yi Pan (潘屹)

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I am Yi Pan (chinese: 潘屹, nickname: Conless), an incoming Ph.D. student in Sky Computing Lab at UC Berkeley, advised by Prof. Ion Stoica. I received my B.Eng. in Computer Science from ACM Honors Class at Shanghai Jiao Tong University. During my undergraduate years, I was fortunate to work with Prof. Baris Kasikci and Prof. Stephanie Wang at UW SyFI Lab, and with Prof. Quan Chen at SJTU EPCC Lab.

My research interests lie in computer systems and AI. Currently, I am working on building efficient and scalable systems for LLM training and inference.

News

Jan 2026 DynaFlow is accepted by MLSys’26! Paper and code will be released soon.
Dec 2025 MuxTune is accepted by NSDI’26! Check out our paper later.
Jul 2025 I’m attending OSDI’25 in Boston and presenting Magneton. Feel free to reach out!

Selected Publications

  1. dynaflow.png
    DynaFlow: Transparent and Flexible Intra-Device Parallelism via Programmable Operator Scheduling
    Yi Pan, Yile Gu, Jinbin Luo, Yibo Wu, Ziren Wang, Hongtao Zhang, Ziyi Xu, Shengkai Lin, Baris Kasikci, and Stephanie Wang
    In 9th Annual Conference on Machine Learning and Systems (MLSys’26) , 2026
    arXiv
  2. magneton.png
    Magneton: Optimizing Energy Efficiency of ML Systems via Differential Energy Debugging
    Yi Pan*, Wenbo Qian*, Dedong Xie, Ruiyan Hu, Yigong Hu, and Baris Kasikci
    In 24th USENIX Symposium on Networked Systems Design and Implementation (NSDI’27) , 2027
    arXiv
  3. muxtune.png
    MuxTune: Efficient Multi-Task LLM Fine-Tuning via Spatial-Temporal Backbone Multiplexing
    Chunyu Xue*, Yi Pan*, Weihao Cui, Quan Chen, Shulai Zhang, Bingsheng He, and Minyi Guo
    In 23nd USENIX Symposium on Networked Systems Design and Implementation (NSDI’26) , 2026
    arXiv
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