Decentralized Optimization

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4 papers in the last four weeks, up 33% on the four weeks before. 0.0% of all new papers.

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  1. MANET-GNN: Learned Decentralized Optimization of Power Allocation in Multi-Channel MANETs

    Sep 30, 2026Tomer Alter, Nir Shlezinger, Michael SegalPower AllocationDecentralized Optimization

    ECE School, Ben-Gurion University of the Negev, Israel

  2. GUIDE-FBO: Guidance via Uncertainty Intervention and Distributional Exchange for Federated Bayesian Optimization

    Sep 28, 2026Jintao Wei, Chenxi Li, Songhao WangDecentralized OptimizationGaussian Process

    College of Business, Southern University of Science and Technology Shenzhen, China

  3. Private Decentralized Optimization with Noise Reduction and Bias Correction

    Sep 23, 2026Yizhao Fan, Wenjian Luo, Jiaojiao ZhangDecentralized OptimizationDecentralized Learning

    Harbin Institute of Technology, Shenzhen · Great Bay University

  4. A Distributional Optimisation Perspective on Combining Models in Deep Learning

    Sep 21, 2026Congye Wang, Yan Lin, Zheyang Shen +2Decentralized OptimizationEnsemble

    Newcastle University, UK

  5. Revisiting Distributed Sign-Based Variance Reduction

    Sep 16, 2026Wei Jiang, Zechao Li, Lijun ZhangDecentralized OptimizationVariance Reduction

    School of Computer Science and Engineering, Nanjing University of Science and Technology, China · National Key Laboratory for Novel Software Technology,Nanjing University, China · School of Artificial Intelligence, Nanjing University, China

  6. Dec-BFTRL: Squre-Root Regret for Decentralized Online Upper-Linearizable Optimization under Separation Access with Application to Continuous Submodular Maximization

    Aug 31, 2026Yiyang Lu, Mohammad Pedramfar, Vaneet AggarwalSubmodular FunctionsDecentralized Optimization

    Purdue University, West Lafayette, IN, USA · Mila - Quebec AI Institute/McGill University, Montreal, QC, Canada

  7. Distributed Optimization with Streaming Data: A Temporal Weighting Perspective

    Aug 10, 2026Muhammad Faraz Ul Abrar, Nicolò Michelusi, Erik G. LarssonDecentralized OptimizationWeight Decay

    School of Electrical, Computer and Energy Engineering, Arizona State University · Department of Electrical Engineering (ISY), Linköping University, 58183 Linköping, Sweden

  8. Theoretical Foundations of Communication-Efficient, Robust, and Practical Distributed and Federated Optimization

    Aug 6, 2026Grigory MalinovskyFederated LearningDecentralized Optimization

    King Abdullah University of Science and Technology Thuwal, Kingdom of Saudi Arabia

  9. SSTQ:Privacy-Preserving Vector Quantization via Subsampled Stochastic TurboQuant

    Aug 5, 2026Adel Javanmard, David P. Woodruff, Vahab MirrokniResidual Vector QuantizationDecentralized Optimization

    University of Southern California · Google Research · Carnegie Mellon University

  10. Argonaut: Interactive Visual Exploration for Distributed Optimization

    Jul 30, 2026Srijoni Majumdar, Chuhao Qin, Evangelos PournarasAgentic OptimizationDecentralized Optimization

    School of Computer Science, University of Leeds, Leeds LS2 9JT, UK. · School of Energy Systems, LUT University, 53850 Lappeenranta, Finland

  11. Distributed Constraint Optimization via Online Learning and Iterative Pricing with Application to Large-Scale Satellite Scheduling

    Jul 28, 2026Itai Zilberstein, Pranav Rajbhandari, Steve Chien +1Decentralized OptimizationDynamic Pricing

    Department of Computer Science, Carnegie Mellon University · Jet Propulsion Laboratory, California Institute of Technology · Additional affiliations: Strategy Robot, Inc., Strategic Machine, Inc., Optimized Markets, Inc.

  12. DQAOA-GPT: AI-Accelerated Distributed Quantum Optimization for Combinatorial Problems

    Jul 22, 2026Seongmin Kim, Abhinav Rijal, Yuri Alexeev +5Quantum Approximate Optimization AlgorithmQuantum Annealing

    National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, USA · Department of Physics & Astronomy, University of Tennessee, Knoxville, TN, USA · NVIDIA Corporation, Santa Clara, CA, USA +3

  13. The Optimization Trilemma: Efficiency, Comfort and Fairness in Decentralized Multi-agent Coordination

    Jul 19, 2026Jovan Nikolic, Maciej Krzysztof Zuziak, Evangelos PournarasMulti-Agent CoordinationDecentralized Autonomous Organization

    Google, Zurich, 8002 Zurich, Switzerland. · School of Computer Science, University of Leeds, Leeds, UK. · School of Energy Systems, LUT University, 53850 Lappeenranta, Finland

  14. Decentralized Gradient Descent: Bottleneck Regimes and Budget Complexity

    Jul 13, 2026Nicolò MichelusiDecentralized OptimizationToken Budget Allocation

    School of Electrical, Computer and Energy Engineering, Arizona State University.

  15. Privacy-Aware Collaborative and Distributed Bayesian Optimization

    Jul 13, 2026Aditya Rane, Sathwik Yamana, Paritosh Ramanan +2Decentralized OptimizationBayesian Optimization

    School of Industrial Engineering and Management Oklahoma State University, Stillwater, OK, USA

  16. Learning Adaptive Solvers for Distributed Factor Graph Optimization on Matrix Lie Groups

    Jul 9, 2026Jaeho Shin, Maani Ghaffari, Yulun TianRiemannian OptimizationDecentralized Optimization

    University of Michigan

  17. Revisiting Decentralized Online Convex Optimization with Compressed Communication

    Jul 2, 2026Hao Zhou, Xiaoyu Wang, Chang Yao +2Decentralized Optimization\Widetilde{\Mathcal{O}}(\Sqrt{T})$ Regret

    School of Software Technology, Zhejiang University, Ningbo, China · State Key Laboratory of Blockchain and Data Security, Zhejiang University, Hangzhou, China

  18. DUET: Decentralized Bilevel Optimization without Lower-Level Strong Convexity

    Jun 19, 2026Zhen Qin, Zhuqing Liu, Songtao Lu +2Bilevel OptimizationDecentralized Optimization

    Department of Electrical and Computer Engineering, The Ohio State University · Department of Computer Science and Engineering, University of North Texas · Department of Computer Science and Engineering, The Chinese University of Hong Kong

  19. Operator Calculus for Population-Based Optimization: A Mean-Field Convergence Theory

    Jun 12, 2026Pekka Malo, Lauri Viitasaari, Patrik Nummi +3Decentralized OptimizationMean-Field Limit

    1Aalto University, Department of Information and Service Management, Finland. · 2Aalto University, Department of Information and Communications Engineering, Finland. · 3Indian Institute of Management Ahmedabad, Operations and Decision Sciences, India. +1

  20. Quantized Stochastic Primal-Dual Methods for Distributed Optimization under Relaxed Global Geometry

    Jun 9, 2026Susmit Sarkar, Abhinav Raghuvanshi, Kushal Chakrabarti +1Decentralized OptimizationPrimal-Dual Methods

    Indian Institute of Technology Bombay, Mumbai, Maharashtra, India · Tata Consultancy Services Research, Thane, Maharashtra, India

  21. Scaling Decision-Focused Learning to Large Problems with Lagrangian Decomposition

    Jun 7, 2026Stéphane Eilles-Chan Way, Hugo Percot, Quentin Cappart +2Linear ProgrammingDecentralized Optimization

    Polytechnique Montréal, Montreal, Canada · Ecole Polytechnique, Palaiseau, France · UCLouvain, Louvain-la-Neuve, Belgium +2

  22. Accelerated Decentralized Stochastic Gradient Descent for Strongly Convex Optimization

    Jun 5, 2026Ming Sun, Kun YuanDecentralized OptimizationStochastic Gradient Descent

    Center for Machine Learning Research Peking University

  23. Self-evolving LLM agents with in-distribution Optimization

    Jun 5, 2026Yudi Zhang, Meng Fang, Zhenfang Chen +1On-Policy Self-EvolutionSelf-Evolving Agents

    Eindhoven University of Technology, Netherlands · University of Liverpool, United Kingdom · MIT-IBM Watson AI Lab.

  24. Near-Optimal Decentralized Stochastic Convex Optimization over Networks

    Jun 3, 2026Nitai Kluger, Amit Attia, Tomer KorenDecentralized OptimizationStochastic Convex Optimization

    Blavatnik School of Computer Science, Tel Aviv University · Google Research Tel Aviv

  25. IDO: Incongruity-aware Distribution Optimization for Multimodal Fake News Detection

    Jun 2, 2026Hengyang Zhou, Rongman Hong, Yuxuan Zhou +2Fake News DetectionCross-Modal Conflicts

    Nanjing University · University of Birmingham · East China Normal University +1

  26. A Note on Stability for Orthogonalized Matrix Momentum with Client Sampling

    Jun 1, 2026Da Chang, Qiankun Shi, Lvgang Zhang +2Decentralized OptimizationOptimal Sample Complexity

    University of Chinese Academy of Sciences · Sun Yat-sen University · Southern University of Science and Technology +1

  27. A Tight Theory of Error Feedback Algorithms in Distributed Optimization

    May 29, 2026Daniel Berg Thomsen, Adrien Taylor, Aymeric DieuleveutDecentralized OptimizationConvergence

    Inria, D.I. ENS, CNRS, PSL Research University, Paris, France · CMAP, École Polytechnique, Institut Polytechnique de Paris, Palaiseau, France

  28. Efficient Gradient Methods for Distributed Saddle Problems

    May 18, 2026Ruichen Luo, Anton Rodomanov, Sebastian U. StichDecentralized OptimizationPrimal-Dual Methods

    Institute of Science and Technology Austria · CISPA Helmholtz Center

  29. Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity

    May 13, 2026Ammar Mahran, Artavazd Maranjyan, Peter RichtárikDecentralized OptimizationStochastic Gradient Descent

    KAUST

  30. ADKO: Agentic Decentralized Knowledge Optimization

    May 8, 2026Lucas Nerone Rillo, Zhanhong Jiang, Nastaran Saadati +4Agentic OptimizationBlack-Box Optimization

    Iowa State University · New York University

  31. Orth-Dion: Eliminating Geometric Mismatch in Distributed Low-Rank Spectral Optimization

    May 7, 2026Tatsuhiro Nakamori, Laura Gomezjurado Gonzalez, Ganesh Talluri +5Low-Rank StructureSpectral Representation Method

    1Keio University · 2Stanford University · 3Midwestern University +3

  32. Decentralized Time-Varying Optimization for Streaming Data via Temporal Weighting

    May 7, 2026Muhammad Faraz Ul Abrar, Nicolò Michelusi, Erik G. LarssonDecentralized OptimizationWeight Decay

    School of Electrical, Computer and Energy Engineering, Arizona State University · Department of Electrical Engineering (ISY), Linköping University

  33. SignMuon: Communication-Efficient Distributed Muon Optimization

    May 4, 2026Neel Mishra, Kushagara Trivedi, Pawan KumarMuonDecentralized Optimization

    1Microsoft · 2IIIT Hyderabad

  34. High-Probability Convergence in Decentralized Stochastic Optimization with Gradient Tracking

    Apr 30, 2026Aleksandar Armacki, Haoyuan Cai, Ali H. SayedDecentralized OptimizationStochastic Gradient Descent

    Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland

  35. Shuffling-Aware Optimization for Private Vector Mean Estimation

    Apr 30, 2026Shun Takagi, Seng Pei LiewRandom RotationsDecentralized Optimization

    LY Corporation, Tokyo, Japan

  36. Multi-Task Optimization over Networks of Tasks

    Apr 23, 2026Julian Hatzky, Thomas Bartz-Beielstein, A. E. Eiben +1Multi--Task LearningDecentralized Optimization

    Vrije Universiteit Amsterdam, Amsterdam, The Netherlands · TH Köln, Cologne, Germany

  37. Accelerating Optimization and Machine Learning through Decentralization

    Apr 21, 2026Ziqin Chen, Zuang Wang, Yongqiang WangDecentralized OptimizationDecentralized Autonomous Organization

    Clemson University

  38. Optimal Routing for Federated Learning over Dynamic Satellite Networks: Tractable or Not?

    Apr 21, 2026Yi Zhao, Di Yuan, Tao Deng +2Federated LearningMultiple Satellite Systems

    Department of Information Technology, Uppsala University, 75105 Uppsala, Sweden · School of Computer Science and Technology, Soochow University, Suzhou 215006, China · Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China +1

  39. Optimizing Stochastic Gradient Push under Broadcast Communications

    Apr 16, 2026Tuan Nguyen, Ting HeDecentralized OptimizationStochastic Gradient Descent

    Pennsylvania State University State College, PA, USA

  40. First-Order Softmax Weighted Switching Gradient Method for Distributed Stochastic Minimax Optimization with Stochastic Constraints

    Mar 6, 2026Zhankun Luo, Antesh Upadhyay, Sang Bin Moon +1Decentralized OptimizationStochastic Optimization

    School of Electrical and Computer Engineering, Purdue University

  41. Distributed Dynamic Associative Memory via Online Convex Optimization

    Nov 28, 2025Bowen Wang, Matteo Zecchin, Osvaldo SimeoneDecentralized OptimizationDense Associative Memory

    Department of Engineering, King’s College London, London WC2R 2LS, U.K. · Communication Systems Department, EURECOM, 06904 Sophia Antipolis, France · Institute for Intelligent Networked Systems (INSI) at Northeastern University London, London E1 8PH, U.K.

  42. Leveraging Discrete Function Decomposability for Scientific Design

    Nov 4, 2025James C. Bowden, Sergey Levine, Jennifer ListgartenOptimal DesignDecentralized Optimization

    Department of Electrical Engineering and Computer Sciences, UC Berkeley. · Center for Computational Biology, UC Berkeley. · UC Berkeley–UCSF Graduate Program in Bioengineering, UC San Francisco.

  43. Decentralized Projection-free Online Upper-Linearizable Optimization with Applications to DR-Submodular Optimization

    Jan 30, 2025Yiyang Lu, Mohammad Pedramfar, Vaneet AggarwalDecentralized OptimizationConvex Optimization

    Purdue University, West Lafayette, IN, USA · Mila - Quebec AI Institute/McGill University, Montreal, QC, Canada