Yi Pan

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I am Yi Pan (chinese: 潘屹, nickname: Conless), a first-year 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 the intersection of computer systems and AI. Currently, I am working on designing and studying efficient systems and model architectures for large-scale LLM training and inference.

I am always excited to chat or collaborate with anyone who shares similar research interests. Please feel free to reach out to me via email.

Selected Publications

  1. MLSys ’26
    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
  2. NSDI ’27
    Magneton: Optimizing Energy Efficiency of ML Systems via Differential Energy Debugging
    Yi Pan*, Wenbo Qian*, Dedong Xie, Ruiyan Hu, Yigong Hu, and Baris Kasikci
  3. NSDI ’26
    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
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