Xiaoyin Hu
- An Improved Unconstrained Approach for Bilevel Optimization
2022/08/01 by Xiaoyin Hu, Hu, Xiaoyin, Nachuan Xiao +5 · 4 citations
Computer Science · Engineering · Mathematics · #15A18 #65F15 #65K05 #90C06 #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Variational Analysis #Sparse and Compressive Sensing Techniques
- Adam-family Methods for Nonsmooth Optimization with Convergence Guarantees
2023/05/06 by Nachuan Xiao, Xiao, Nachuan, Xiaoyin Hu +5 · 4 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Mathematics #Image and Signal Denoising Methods #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Optimization and Control (math.OC)
- CDOpt: A Python Package for a Class of Riemannian Optimization
2022/12/06 by Nachuan Xiao, Xiao, Nachuan, Xiaoyin Hu +5 · 3 citations
Engineering · #Advanced Numerical Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Mathematical Software (cs.MS) #Optimization and Control (math.OC)
- Learning-rate-free Momentum SGD with Reshuffling Converges in Nonsmooth Nonconvex Optimization
2024/06/26 by Xiaoyin Hu, Hu, Xiaoyin, Nachuan Xiao +5 · 1 citation
Computer Science · Engineering · #Advanced Vision and Imaging #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Developing Lagrangian-based Methods for Nonsmooth Nonconvex Optimization
2024/04/15 by Nachuan Xiao, Xiao, Nachuan, Kuangyu Ding +5 · 3 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #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 #Stochastic Gradient Optimization Techniques