1. A Neural-Operator Preconditioned Newton Method for Accelerated Nonlinear Solvers
   2025/11/11 by Lee, Youngkyu, Liu, Shanqing, Darbon, Jerome +1 · 1 citation
   #65F08 #65F10 #65M55 #68T07 #90C06 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
2. Moments, Time-Inversion and Source Identification for the Heat Equation
   2025/07/03 by Liu, Kang, Zuazua, Enrique · 3 citations
   #68T07 #68T09 #90C06 #90C26 #Analysis of PDEs (math.AP) #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
3. HPR-QP: A dual Halpern Peaceman-Rachford method for solving large-scale convex composite quadratic programming
   2025/07/03 by Chen, Kaihuang, Sun, Defeng, Yuan, Yancheng +2 · 2 citations
   #65Y20 #90C06 #90C20 #90C25 #FOS: Mathematics #Optimization and Control (math.OC)
4. Analysis of an Idealized Stochastic Polyak Method and its Application to Black-Box Model Distillation
   2025/04/02 by Gower, Robert M., Garrigos, Guillaume, Loizou, Nicolas +3 · 3 citations
   #15B52 #62L20 #65Y20 #68W20 #68W40 #74S60 #90C06 #90C53 #FOS: Computer and information sciences #G.1.6 #Machine Learning (cs.LG)
5. Decentralized projected Riemannian stochastic recursive momentum method for nonconvex optimization
   2024/12/03 by Kangkang Deng, Jiang Hu, Deng, Kangkang +1 · 1 citation
   Engineering · #3D Shape Modeling and Analysis #90C06 #90C22 #90C26 #90C56 #FOS: Mathematics #Optimization and Control (math.OC)
6. Fully First-Order Methods for Decentralized Bilevel Optimization
   2024/10/25 by Xiaoyu Wang, Wang, Xiaoyu, Xuxing Chen +5 · 1 citation
   Computer Science · Mathematics · #90C06 #90C15 #90C47 #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Matrix Theory and Algorithms #Optimization and Control (math.OC) #Optimization and Variational Analysis
7. Revisiting Extragradient-Type Methods -- Part 1: Generalizations and Sublinear Convergence Rates
   2024/09/25 by Quoc Tran-Dinh, Nghia Nguyen-Trung, Tran-Dinh, Quoc +1 · 1 citation
   Computer Science · Mathematics · #90-08 #90C06 #90C25 #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Iterative Methods for Nonlinear Equations #Machine Learning (stat.ML) #Matrix Theory and Algorithms #Optimization and Control (math.OC)
8. HPR-LP: An implementation of an HPR method for solving linear programming
   2024/08/22 by Chen, Kaihuang, Sun, Defeng, Yuan, Yancheng +2 · 5 citations
   #65Y20 #90C05 #90C06 #90C25 #FOS: Mathematics #Optimization and Control (math.OC)
9. A Hybrid Iterative Neural Solver Based on Spectral Analysis for Parametric PDEs
   2024/08/16 by Chen Cui, Cui, Chen, Kai Jiang +5 · 2 citations
   Computer Science · #65F08 #65F10 #65N22 #68T07 #90C06 #FOS: Mathematics #Matrix Theory and Algorithms #Numerical Analysis (math.NA)
10. Have ASkotch: A Neat Solution for Large-scale Kernel Ridge Regression
    2024/07/14 by Rathore, Pratik, Frangella, Zachary, Yang, Jiaming +2 · 1 citation
    #65F10 #68W20 #90C06 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
11. Stochastic Variance-Reduced Forward-Reflected-Backward Splitting Methods for Nonmonotone Generalized Equations
    2024/06/03 by Tran-Dinh, Quoc · 1 citation
    #90-08 #90C06 #90C25 #FOS: Mathematics #Optimization and Control (math.OC)
12. Greedy Learning to Optimize with Convergence Guarantees
    2024/06/01 by Fahy, Patrick, Golbabaee, Mohammad, Ehrhardt, Matthias J. · 2 citations
    #65F08 #65K10 #90C06 #90C20 #90C25 #94A08 #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
13. Fast Computation of Superquantile-Constrained Optimization Through Implicit Scenario Reduction
    2024/05/13 by Roth, Jake, Cui, Ying · 1 citation
    #90-04 #90-08 #90C06 #90C25 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
14. Second-order Information Promotes Mini-Batch Robustness in Variance-Reduced Gradients
    2024/04/23 by Sachin Garg, Albert S. Berahas, Garg, Sachin +3 · 2 citations
    Computer Science · Engineering · #65K05 #90C06 #90C30 #Advanced Memory and Neural Computing #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Reservoir Computing #Optimization and Control (math.OC)
15. Randomized Nyström Preconditioned Interior Point-Proximal Method of Multipliers
    2024/04/22 by Chu, Ya-Chi, Santos, Luiz-Rafael, Udell, Madeleine · 1 citation
    #65F08 #90C06 #90C20 #90C51 #FOS: Mathematics #Optimization and Control (math.OC)
16. Oracle complexities of augmented Lagrangian methods for nonsmooth manifold optimization
    2024/04/08 by Kangkang Deng, Jiang Hu, Deng, Kangkang +3 · 3 citations
    Engineering · #65K05 #65K10 #90C06 #90C26 #90C30 #90C60 #Advanced Numerical Analysis Techniques #FOS: Mathematics #Optimization and Control (math.OC)
17. Accelerating preconditioned ADMM via degenerate proximal point mappings
    2024/03/27 by Sun, Defeng, Yuan, Yancheng, Zhang, Guojun +1 · 1 citation
    #68Q25 #90C06 #90C20 #90C25 #FOS: Mathematics #Optimization and Control (math.OC)
18. On a globally convergent semismooth* Newton method in nonsmooth nonconvex optimization
    2024/03/15 by Gfrerer, H. · 2 citations
    #65K05 #90C06 #90C26 #FOS: Mathematics #Optimization and Control (math.OC)
19. Adaptive proximal gradient methods are universal without approximation
    2024/02/09 by Konstantinos A. Oikonomidis, Oikonomidis, Konstantinos A., Emanuel Laude +7 · 5 citations
    Engineering · Mathematics · #65K05 #90C06 #90C25 #90C30 #90C47 #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Radiative Heat Transfer Studies #Statistical and numerical algorithms
20. Stochastic Optimization under Hidden Convexity
    2023/12/30 by Ilyas Fatkhullin, Fatkhullin, Ilyas, Niao He +3 · 2 citations
    Computer Science · Engineering · #90C06 #90C15 #90C26 #Age of Information Optimization #Computational Complexity (cs.CC) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
21. A feasible method for general convex low-rank SDP problems
    2023/12/13 by Tianyun Tang, Tang, Tianyun, Kim-Chuan Toh +1 · 6 citations
    Computer Science · Engineering · Mathematics · #90C06 #90C22 #90C30 #Advanced Image and Video Retrieval Techniques #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
22. A Flexible Gradient Tracking Algorithmic Framework for Decentralized Optimization
    2023/12/11 by Berahas, Albert S., Bollapragada, Raghu, Gupta, Shagun · 1 citation
    #49M05 #49M37 #65K05 #90C06 #90C25 #90C30 #90C35 #FOS: Mathematics #Optimization and Control (math.OC)
23. Q-fully Quadratic Modeling and its Application in a Random Subspace Derivative-free Method
    2023/12/05 by Yiwen Chen, Warren Hare, Chen, Yiwen +3 · 1 citation
    Computer Science · Engineering · Mathematics · #65K05 #90C06 #90C56 #Advanced Multi-Objective Optimization Algorithms #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
24. A Projection-Free Method for Solving Convex Bilevel Optimization Problems
    2023/11/16 by Khanh-Hung Giang-Tran, Giang-Tran, Khanh-Hung, Nam Ho-Nguyen +3 · 6 citations
    Computer Science · Decision Sciences · Mathematics · #90C06 #90C25 #90C30 #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Variational Analysis #Risk and Portfolio Optimization
25. On O(n) Algorithms for Projection onto the Top-k-sum Sublevel Set
    2023/10/11 by Roth, Jake, Cui, Ying · 2 citations
    #90-04 #90-08 #90C06 #90C20 #90C25 #90C33 #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
26. The Global R-linear Convergence of Nesterov's Accelerated Gradient Method with Unknown Strongly Convex Parameter
    2023/08/27 by Chenglong Bao, Bao, Chenglong, Liang Chen +3 · 1 citation
    Computer Science · Engineering · Mathematics · #65B05 #65K05 #90C06 #90C25 #90C30 #Advanced Optimization Algorithms Research #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
27. Asynchronous Federated Learning with Bidirectional Quantized Communications and Buffered Aggregation
    2023/08/01 by Tomás Ortega del Rincón, Hamid Jafarkhani, Ortega, Tomas +1 · 2 citations
    Computer Science · #68W10 #68W15 #68W40 #90C06 #90C26 #90C35 #Cooperative Communication and Network Coding #E.4 #F.2.1 #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #G.1.6 #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Signal Processing (eess.SP) #Stochastic Gradient Optimization Techniques #electronic engineering #information engineering
28. Minimal error momentum Bregman-Kaczmarz
    2023/07/28 by Lorenz, Dirk A., Winkler, Maximilian · 1 citation
    #65B05 #65F10 #90C06 #90C25 #FOS: Mathematics #G.1.3 #G.1.6 #G.3 #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
29. Function Value Learning: Adaptive Learning Rates Based on the Polyak Stepsize and Function Splitting in ERM
    2023/07/26 by Garrigos, Guillaume, Gower, Robert M., Schaipp, Fabian · 2 citations
    #15B52 #62L20 #65Y20 #68W20 #68W40 #74S60 #90C06 #90C53 #FOS: Computer and information sciences #FOS: Mathematics #G.1.6 #Machine Learning (cs.LG) #Optimization and Control (math.OC)
30. Scaff-PD: Communication Efficient Fair and Robust Federated Learning
    2023/07/25 by Yu, Yaodong, Karimireddy, Sai Praneeth, Ma, Yi +1 · 1 citation
    #68W15 #68W40 #90C06 #90C25 #Distributed #E.4 #F.2.1 #FOS: Computer and information sciences #FOS: Mathematics #G.1.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #and Cluster Computing (cs.DC)

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