Quan Xiao
- A Single-Timescale Method for Stochastic Bilevel Optimization
2021/02/09 by Tianyi Chen, Yuejiao Sun, Chen, Tianyi +5 · 9 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Risk and Portfolio Optimization #Stochastic Gradient Optimization Techniques
- A Generalized Alternating Method for Bilevel Learning under the Polyak-Łojasiewicz Condition
2023/06/04 by Quan Xiao, Songtao Lu, Xiao, Quan +3 · 3 citations
Engineering · Medicine · Computer Science · #Sparse and Compressive Sensing Techniques #Bone and Joint Diseases #Stochastic Gradient Optimization Techniques
- A First-order Generative Bilevel Optimization Framework for Diffusion Models
2025/02/12 by Quan Xiao, Xiao, Quan, Hui Yuan +11 · 3 citations
Computer Science · Economics, Econometrics and Finance · Engineering · #Advanced Mathematical Modeling in Engineering #Advanced Numerical Methods in Computational Mathematics #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Stochastic processes and financial applications
- Optimization under Persistent State-Dependent Bias: Gradient-based Method and Complexity Analysis
2026/07/28 by Zhaoxian Wu, Quan Xiao, Tayfun Gokmen +1
#math.OC