Guanbin Xu

I am a Ph.D. student at Department of Computer Sciences, University of Science and Technology of China from Fall 2018. I am currently advised by Prof. Cheng Li. I obtained my Bachelor’s degree in Computer Sciences (with honors) from Sichuan University in 2018.

My research interests focus on Distributed DNN systems, LLM systems.

Expected to graduate in November 2025, I am actively seeking AI Infrastructure-related positions in the industry, preferably in Shanghai.

Publications

AutoCCL: Automated Collective Communication Tuning for Accelerating Distributed and Parallel DNN Training.
Guanbin Xu, Zhihao Le, Yinhe Chen, Zhiqi Lin, Zewen Jin, Youshan Miao, Cheng Li.
2025 USENIX Symposium on Networked Systems Design and Implementation (NSDI). Acceptance rate 12.5%. [CCF-A]
Paper, Code

Efficient Schedule Construction for Distributed Execution of Large DNN Models.
Zhiqi Lin, Youshan Miao, Guanbin Xu, Cheng Li, Olli Saarikivi, Saeed Maleki, and Fan Yang.
2024 IEEE Transactions on Parallel and Distributed Systems (TPDS). [CCF-A]

Tessel: Boosting Distributed Execution of Large DNN Models via Flexible Schedule Search.
Zhiqi Lin, Youshan Miao, Guanbin Xu, Cheng Li, Olli Saarikivi, Saeed Maleki and Fan Yang.
2024 IEEE International Symposium on High-Performance Computer Architecture (HPCA). [CCF-A]
Paper, Code

PerfEstimator: A Generic and Extensible Performance Estimator for Data Parallel DNN Training.
Chengru Yang, Zhehao Li, Chaoyi Ruan, Guanbin Xu, Cheng Li, Ruichuan Chen, and Feng Yan.
2021 IEEE/ACM International Workshop on Cloud Intelligence (Cloud-Intelligence). [Workshop]

MTFC: A Multi-GPU Training Framework for Cube-CNN-based Hyperspectral Image Classification.
Ye Lu, Kunpeng Xie, Guanbin Xu, Han Dong, Cheng Li, and Tao Li.
2020 IEEE Transactions on Emerging Topics in Computing. (TETC) [SCI-2]

Work Experience

Research Intern
Microsoft Research Asia, in Beijing, China
2021.3 - 2022.8

Research Intern
Microsoft Research Asia, in Beijing, China
2019.10 - 2020.6

Teaching

  • Teaching Assistant for Graph Theory, Fall 2018, tutor: Yinlong Xu & Min Lv
  • Teaching Assistant for Compiler Principle, Fall 2019, tutor: Cheng Li
  • Teaching Assistant for Combinatorial Mathematics, Fall 2020, tutor: Yinlong Xu & Min Lv

Activities

  • Reviewer at TETC

Invited talks

  • The 28th Symposium on Computer Systems of China (ChinaSys’25), May, 2025, in Chongqing, China.
  • ByteDance Seed team, May, 2025, online
  • The 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI’25), April, 2025, in Philadelphia, PA, USA.
  • Theory Laboratory under Huawei’s 2012 Laboratories, February, 2025, in Hefei, China.