1. NIU Department of Computer Science
  2. About
  3. Faculty and Staff

Zhishuai Guo

Assistant Professor

Office: PM 469
Email: zguo@niu.edu
Website: https://zhishuaiguo.github.io/

Education

  • Ph.D., Texas A&M University

Areas of Interest

  • Machine Learning
  • Federated Learning
  • Optimization

Representative publications

Google Scholar Profile

  • "FeDXL: Provable Federated Learning for Deep X-Risk Optimization" Zhishuai Guo, Rong Jin, Jiebo Luo, Tianbao Yang International Conference on Machine Learning (ICML), 2023. https://arxiv.org/abs/2210.14396
  • "Blockwise Stochastic Variance-Reduced Methods with Parallel Speedup for Multi-Block Bilevel Optimization" Quanqi Hu, Zi-Hao Qiu, Zhishuai Guo, Lijun Zhang, Tianbao Yang International Conference on Machine Learning (ICML), 2023. https://arxiv.org/abs/2210.14396
  • "Fast Objective and Duality Gap Convergence for Nonconvex-Strongly-Concave Min-Max Problems with PL Condition" Zhishuai Guo, Yan Yan, Zhuoning Yuan, Tianbao Yang Journal of Machine Learning Research, 2023. https://arxiv.org/abs/2006.06889
  • "Compositional Training for End-to-End Deep AUC Maximization" Zhuoning Yuan, Zhishuai Guo, Nitesh Chawla, Tianbao Yang In International Conference on Learning Representations (ICLR), 2022 (Spotlight). https://openreview.net/forum?id=gPvB4pdu_Z¬eId=TVwh_v459tk
  • "A Novel Convergence Analysis for Algorithms of the Adam Family" Zhishuai Guo, Yi Xu, Wotao Yin, Rong Jin, Tianbao Yang In NeurIPS Workshop on Optimization for Machine Learning (OPT), 2021. https://arxiv.org/abs/2104.14840
  • "An Online Method for Deep Distributionally Robust Optimization" Qi Qi, Zhishuai Guo, Yi Xu, Rong Jin, Tianbao Yang In Advances in Neural Information Processing Systems (NeurIPS), 2021. https://arxiv.org/abs/2006.10138
  • "Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity" Zhuoning Yuan, Zhishuai Guo, Yi Xu, Yiming Ying, Tianbao Yang In International Conference on Machine Learning (ICML), 2021. https://arxiv.org/abs/2102.04635
  • "Accelerating Deep Learning with Millions of Classes" Zhuoning Yuan, Zhishuai Guo, Xiaotian Yu, Xiaoyu Wang, Tianbao Yang In European Conference on Computer Vision (ECCV), 2020. https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123680698.pdf
  • "Communication-Efficient Distributed Stochastic AUC Maximization with Deep Neural Networks" Zhishuai Guo, Mingrui Liu, Zhuoning Yuan, Li Shen, Wei Liu, Tianbao Yang In International Conference on Machine Learning (ICML), 2020. https://arxiv.org/abs/2005.02426
  • "A New Local Density for Density Peak Clustering" Zhishuai Guo, Tianyi Huang, Zhiling Cai, William Zhu In Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2018. https://link.springer.com/chapter/10.1007/978-3-319-93040-4_34
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