Zhishuai Guo

Assistant Professor

Psychology/Computer Science Building, room 469
zguo@niu.edu
Website

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.
• "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.
• "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.
• "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).
• "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.
• "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.
• "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.
• "Accelerating Deep Learning with Millions of Classes (PDF)" Zhuoning Yuan, Zhishuai Guo, Xiaotian Yu, Xiaoyu Wang, Tianbao Yang In European Conference on Computer Vision (ECCV), 2020.
• "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.
• "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.