Zhishuai Guo

1. An Online Method for A Class of Distributionally Robust Optimization with Non-Convex Objectives
   2020/06/17 by Qi Qi, Zhishuai Guo, Qi, Qi +7 · 3 citations
   Decision Sciences · Mathematics · Computer Science · #Risk and Portfolio Optimization #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques
2. Randomized Stochastic Variance-Reduced Methods for Multi-Task Stochastic Bilevel Optimization
   2021/05/05 by Zhishuai Guo, Guo, Zhishuai, Quanqi Hu +5 · 4 citations
   Computer Science · Decision Sciences · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Risk and Portfolio Optimization #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
3. Unified Convergence Analysis for Adaptive Optimization with Moving Average Estimator
   2021/04/30 by Zhishuai Guo, Guo, Zhishuai, Yi Xu +7 · 2 citations
   Computer Science · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Topological and Geometric Data Analysis
4. Fast Objective & Duality Gap Convergence for Non-Convex Strongly-Concave Min-Max Problems with PL Condition
   2020/06/12 by Zhishuai Guo, Guo, Zhishuai, Yan Yan +5 · 1 citation
   Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques
5. FeDXL: Provable Federated Learning for Deep X-Risk Optimization
   2022/10/26 by Zhishuai Guo, Guo, Zhishuai, Rong Jin +5 · 1 citation
   Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Advanced Causal Inference Techniques #Stochastic Gradient Optimization Techniques
6. Blockwise Stochastic Variance-Reduced Methods with Parallel Speedup for Multi-Block Bilevel Optimization
   2023/05/30 by Quanqi Hu, Hu, Quanqi, Zi-Hao Qiu +7 · 1 citation
   Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Risk and Portfolio Optimization #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques