Jiang, Ruichen
- Generalized Optimistic Methods for Convex-Concave Saddle Point Problems
2022/02/19 by Jiang, Ruichen, Mokhtari, Aryan · 4 citations
#90C25 #90C33 #90C47 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- A Conditional Gradient-based Method for Simple Bilevel Optimization with Convex Lower-level Problem
2022/06/17 by Jiang, Ruichen, Abolfazli, Nazanin, Mokhtari, Aryan +1 · 4 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Non-asymptotic Global Convergence Rates of BFGS with Exact Line Search
2024/04/01 by Jin, Qiujiang, Jiang, Ruichen, Mokhtari, Aryan · 5 citations
#FOS: Mathematics #Optimization and Control (math.OC)
- Non-asymptotic Global Convergence Analysis of BFGS with the Armijo-Wolfe Line Search
2024/04/25 by Qiujiang Jin, Ruichen Jiang, Jin, Qiujiang +3 · 5 citations
Computer Science · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Matrix Theory and Algorithms #Numerical methods for differential equations #Optimization and Control (math.OC)
- Accelerated Quasi-Newton Proximal Extragradient: Faster Rate for Smooth Convex Optimization
2023/06/03 by Ruichen Jiang, Jiang, Ruichen, Aryan Mokhtari +1 · 3 citations
Engineering · Computer Science · Decision Sciences · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Advanced Bandit Algorithms Research
- Improved Complexity for Smooth Nonconvex Optimization: A Two-Level Online Learning Approach with Quasi-Newton Methods
2024/12/03 by Ruichen Jiang, Aryan Mokhtari, Jiang, Ruichen +3 · 6 citations
Engineering · Computer Science · Mathematics · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Advanced Optimization Algorithms Research
- Online Learning Guided Curvature Approximation: A Quasi-Newton Method with Global Non-Asymptotic Superlinear Convergence
2023/02/16 by Ruichen Jiang, Qiujiang Jin, Jiang, Ruichen +3 · 2 citations
Mathematics · Engineering · #Advanced Optimization Algorithms Research #Sparse and Compressive Sensing Techniques #Iterative Methods for Nonlinear Equations
- Krylov Cubic Regularized Newton: A Subspace Second-Order Method with Dimension-Free Convergence Rate
2024/01/05 by Ruichen Jiang, Jiang, Ruichen, Parameswaran Raman +9 · 2 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization 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
- An Accelerated Gradient Method for Convex Smooth Simple Bilevel Optimization
2024/02/12 by Jincheng Cao, Ruichen Jiang, Cao, Jincheng +5 · 3 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Optimization and Variational Analysis #Risk and Portfolio Optimization
- Tightness and Equivalence of Semidefinite Relaxations for MIMO Detection
2021/02/09 by Jiang, Ruichen, Liu, Ya-Feng, Bao, Chenglong +1 · 1 citation
#90C20 #90C22 #90C27 #90C46 #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Information Theory (cs.IT) #Optimization and Control (math.OC) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Future Gradient Descent for Adapting the Temporal Shifting Data Distribution in Online Recommendation Systems
2022/09/02 by Ye, Mao, Jiang, Ruichen, Wang, Haoxiang +6 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Projection-Free Methods for Stochastic Simple Bilevel Optimization with Convex Lower-level Problem
2023/08/15 by Cao, Jincheng, Jiang, Ruichen, Abolfazli, Nazanin +2 · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Provable Complexity Improvement of AdaGrad over SGD: Upper and Lower Bounds in Stochastic Non-Convex Optimization
2024/06/07 by Jiang, Ruichen, Maladkar, Devyani, Mokhtari, Aryan · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Adaptive and Optimal Second-order Optimistic Methods for Minimax Optimization
2024/06/04 by Jiang, Ruichen, Kavis, Ali, Jin, Qiujiang +2 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)