Deng, Qi

1. Stochastic First-order Methods for Convex and Nonconvex Functional Constrained Optimization
   2019/08/07 by Digvijay Boob, Qi Deng, Boob, Digvijay +3 · 3 citations
   Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
2. Level Constrained First Order Methods for Function Constrained Optimization
   2022/05/16 by Digvijay Boob, Boob, Digvijay, Qi Deng +3 · 4 citations
   Engineering · Mathematics · #Advanced Control Systems Optimization #Advanced Optimization Algorithms Research #Numerical methods for differential equations
3. A Low-Rank ADMM Splitting Approach for Semidefinite Programming
   2024/03/14 by Han, Qiushi, Li, Chenxi, Lin, Zhenwei +5 · 4 citations
   #FOS: Mathematics #Optimization and Control (math.OC)
4. Minibatch and Momentum Model-based Methods for Stochastic Weakly Convex Optimization
   2021/06/06 by Qi Deng, Wenzhi Gao, Deng, Qi +1 · 3 citations
   Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
5. First-order methods for Stochastic Variational Inequality problems with Function Constraints
   2023/04/10 by Digvijay Boob, Boob, Digvijay, Qi Deng +2 · 2 citations
   Computer Science · Decision Sciences · #Efficiency Analysis Using DEA #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Optimization and Variational Analysis
6. Stochastic Weakly Convex Optimization Beyond Lipschitz Continuity
   2024/01/25 by Gao, Wenzhi, Deng, Qi · 4 citations
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
7. Trust Region Methods For Nonconvex Stochastic Optimization Beyond Lipschitz Smoothness
   2023/10/26 by Chenghan Xie, Xie, Chenghan, Chenxi Li +9 · 2 citations
   Computer Science · Engineering · #FOS: Mathematics #Machine Learning and ELM #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
8. Uniformly Optimal and Parameter-free First-order Methods for Convex and Function-constrained Optimization
   2024/12/09 by Deng, Qi, Lan, Guanghui, Lin, Zhenwei · 3 citations
   #FOS: Mathematics #Optimization and Control (math.OC)
9. Decentralized Gradient-Free Methods for Stochastic Non-Smooth Non-Convex Optimization
   2023/10/18 by Lin, Zhenwei, Xia, Jingfan, Deng, Qi +1 · 2 citations
   #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC) #Parallel #and Cluster Computing (cs.DC)
10. A Single-Loop Robust Policy Gradient Method for Robust Markov Decision Processes
    2024/06/01 by Lin, Zhenwei, Xue, Chenyu, Deng, Qi +1 · 1 citation
    #FOS: Mathematics #Optimization and Control (math.OC)
11. Accelerating Low-Rank Factorization-Based Semidefinite Programming Algorithms on GPU
    2024/07/21 by Han, Qiushi, Lin, Zhenwei, Liu, Hanwen +4 · 1 citation
    #FOS: Mathematics #Optimization and Control (math.OC)
12. Revisiting Randomized Smoothing: Nonsmooth Nonconvex Optimization Beyond Global Lipschitz Continuity
    2025/08/19 by Jingfan Xia, Xia, Jingfan, Zhenwei Lin +2 · 1 citation
    Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques