Huan Li

Latest

• Restarted Nonconvex Accelerated Gradient Descent: No More Polylogarithmic Factor in the O(ε−7/4) Complexity
• Alternating Direction Method of Multipliers for Machine Learning
• Variance Reduced EXTRA and DIGing and Their Optimal Acceleration for Strongly Convex Decentralized Optimization
• Decentralized Accelerated Gradient Methods With Increasing Penalty Parameters
• Accelerated First-Order Optimization Algorithms for Machine Learning
• Accelerated Optimization for Machine Learning: First-Order Algorithms
• On the Complexity Analysis of the Primal Solutions for the Accelerated Randomized Dual Coordinate Ascent
• Revisiting EXTRA for Smooth Distributed Optimization
• Accelerated Alternating Direction Method of Multipliers:An Optimal O(1/K) Nonergodic Analysis
• Accelerated Alternating Direction Method of Multipliers: an Optimal O(1/K) Nonergodic Analysis
• Construction of Incoherent Dictionaries via Direct Babel Function Minimization
• Optimization Algorithm Inspired Deep Neural Network Structure Design
• Optimized Projections for Compressed Sensing via Direct Mutual Coherence Minimization
• Provable Accelerated Gradient Method for Nonconvex Low Rank Optimization
• Fast Proximal Linearized Alternating Direction Method of Multiplier with Parallel Splitting
• Accelerated Proximal Gradient Methods for Nonconvex Programming
• Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning