Decentralized Learning

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9 papers in the last four weeks, up 29% on the four weeks before. 0.1% of all new papers.

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  1. MetaLearnNCA: Few-Shot Offline Meta-Learning via Interacting Neural Cellular Automata

    Oct 6, 2026Etienne Guichard, Stefano NicheleNeural Cellular AutomataMeta-Learning

    Department of Computer Science and Communication hiof.no

  2. LFHE: Local-First Heuristic Evolution for Bounded Local Topology Search in Decentralized Learning with Non-IID Data

    Oct 6, 2026Yin-Kuan Liang, Yan Gao, Yang LongGraph Structure LearningDecentralized Learning

    Durham University · University of Cambridge

  3. Population Scaling or Data Dilution? Dynamics of Local Topology Evolution in Decentralized Learning

    Oct 4, 2026Yin-Kuan Liang, Yan Gao, Yang LongDistributed OptimizationDecentralized Learning

    Durham University · University of Cambridge

  4. Unapologetically Distributed: A Call for Decentralized Document Analysis

    Sep 30, 2026Adrià Molina, Oriol Ramos Terrades, Josep LladósOOD GeneralizationDecentralized Learning

    Centre de Visió per Computador Universitat Autònoma de Barcelona Bellaterra, Catalonia · Computer Science Department Universitat Autònoma de Barcelona, Bellaterra, Catalonia

  5. SPADE-DFL: Communication-Efficient Decentralized Federated Learning via Derivative-Free Linearized ADMM

    Sep 24, 2026Mengli Wei, Mengkai Zhu, Jiawen Chen +2Communication-Efficient Distributed TrainingBlack-Box Optimization

    School of Mathematics, Southeast University, Nanjing 210096, China

  6. PROSE: A Theory of Optimal Stopping with Perishable Evidence for Peer Selection in Intermittently Connected Decentralised Learning

    Sep 20, 2026Christos AnagnostopoulosOptimal StoppingDecentralized Learning

    School of Computing Science, University of Glasgow, Glasgow, United Kingdom.

  7. Constant Swap Regret in General-Sum Games via Optimistic Transition Matrices

    Sep 15, 2026Tung MaiGame TheoryDecentralized Learning

    Adobe Research

  8. Decentralized Gossip Learning and Federated Averaging for Histopathology Image Classification

    Sep 15, 2026Yusuf Ozturk, Bengisu Atli, Enes Goktekin +2Federated Learning AggregationNon-IID Federated Learning

    Antalya Bilim University, Electrical and Electronics Engineering Dep. Antalya, Türkiye · Antalya Bilim University, Computer Engineering Dep. Antalya, Türkiye · Ankara University, Graduate School of Natural and Applied Sciences, Ankara, Türkiye +1

  9. Privacy Preserving Gossip Learning

    Sep 13, 2026Erkan Bayram, Mohamed-Ali Belabbas, Tamer BaşarContinual LearningDecentralized Learning

    University of Illinois Urbana Champaign, IL, USA

  10. Robust Decentralized Personalized Federated Learning via Prediction-Constrained Neighborhood Collaboration

    Sep 7, 2026Xiao Ma, Hong Shen, Hui Tian +2Federated Learning AggregationByzantine-Robust Federated Learning

    Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China

  11. Robust Decentralized Federated Distillation via Multi-Modality Knowledge Collaboration

    Sep 7, 2026Xiao Ma, Hong Shen, Hui Tian +2Byzantine-Robust Federated LearningFederated Knowledge Distillation

    Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China · School of Engineering and Technology, Central Queensland University, Australia · School of Information and Communication Technology, Griffith University, Australia

  12. From Euclidean to Graph-Structured Data: A Survey of Collaborative Learning

    Sep 2, 2026Rémi Bourgerie, Šarūnas Girdzijauskas, Viktoria FodorFederated Graph LearningDecentralized Learning

    School of Electrical Engineering and Computer Science, and Digital Futures KTH Royal Institute of Technology Stockholm, Sweden

  13. Convergence Theory of Knowledge Distillation in Asynchronous P2P Gossip Learning Network

    Sep 1, 2026Lucas Qingyang Fang, Tiyao Liu, Jinhao Jing +4Decentralized LearningCross-Architecture Knowledge Distillation

    University of California, Santa Cruz, USA · China University of Petroleum, China · The Chinese University of Hong Kong, Shenzhen, China +2

  14. D-FROST: Decentralized Federated pRompt-tuning via Optimal tranSporT for Non-IID and Imbalanced Data

    Sep 1, 2026Quan Minh Nguyen, Hoang M. Ngo, Trong Nghia Hoang +1Non-IID Federated LearningDecentralized Learning

    University of Florida, FL, USA · Washington State University, WA, USA

  15. Independent Reinforcement Learning in Discounted Markov Games

    Sep 1, 2026Asrin Efe Yorulmaz, Ugur Aydin, Tamer BasarReinforcement LearningGame Theory

    Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA

  16. RW-LoRA: Communication-Efficient Decentralized LoRA Fine-Tuning via Random Walks

    Aug 31, 2026Xingran Chen, Rohit Bhagat, Ghadir Ayache +3Fine-TuningCommunication-Efficient Distributed Training

    Engineering Systems and Design Pillar, Singapore University of Technology and Design, Singapore 487372 · Department of Electrical and Computer Engineering, Rutgers University, Piscataway Township, NJ 08854, USA · LinkedIn, New York, NY 10118, USA +2

  17. Decentralized Multitask Learning over Learned Task Graphs

    Aug 27, 2026Zirui Wan, Stefan VlaskiGraph Structure LearningMulti-Task Learning

    Department of Electrical and Electronic Engineering, Imperial College London, UK

  18. Beyond Parameter Space: NTK-Guided Personalized Aggregation for Robust Federated Learning

    Aug 12, 2026Mirko Konstantin, Stefan Zachow, Anirban MukhopadhyayFederated Learning AggregationDecentralized Learning

    Zuse Institute Berlin (ZIB) Takustraße 7 14195 Berlin, Germany · Technical University of Darmstadt Karolinenplatz 5 64289 Darmstadt, Germany

  19. Stream Learning: Partition-Fair Gossip Learning Without Tokens

    Aug 7, 2026Fabien Mathieu, Alexandre Pham, Maria Gradinariu Potop-Butucaru +1Communication-Efficient Distributed TrainingDecentralized Learning

    NPA · Swapcard, Paris, France · Sorbonne Université, CNRS, LIP6, F-75005 Paris, France +2

  20. FedRings: A Scalable and Topology-Aware Federated Learning Framework for LEO Satellite Constellations

    Aug 4, 2026Ziwu Liu, Inês Pinto Gouveia, Rehana Yasmin +2Communication-Efficient Distributed TrainingDecentralized Learning

    CEMSE Division, King Abdullah University of Science and Technology (KAUST) Thuwal 23955-6900, Kingdom of Saudi Arabia

  21. One Future, Every Robot: Label-Efficient Collective-State Prediction with Decentralized JEPA

    Jul 30, 2026Alan-Barsag Gazzaev, Alexey Gavrilov, Sergey MuravyovMulti-Robot SystemsJoint-Embedding Predictive Architecture

    ITMO University, Saint Petersburg, Russia.

  22. Mind the Missing Split: Resolving Feature Heterogeneity in Swarm Learning with Random Forests

    Jul 28, 2026Mohammad Tajabadi, Dominik HeiderLearning with Missing DataDecentralized Learning

    Institute of Medical Informatics, University of Münster, Münster, Germany

  23. Decentralised Consensus Learning Networks: SME Rotation Without Centralised Reward

    Jul 27, 2026Florin NeaguDecentralized LearningMulti-Agent Consensus

  24. Distributed Convolutional Rank Regression over Decentralized Networks

    Jul 26, 2026Chunjing Li, Tiange Zhao, Xiaohui YuanDecentralized LearningDecentralized Optimization

    School of Mathematics and Statistics, Changchun University of Technology, Changchun 130012, Jilin, China

  25. Autonomous Collaborative Learning Among an Ensemble of Tsetlin Machines with Consensus-Based Inference

    Jul 22, 2026Yehuda Rudin, Osnat Keren, Michal Yemini +1Ensemble LearningMulti-Agent Collaboration

    Faculty of Engineering, Bar Ilan University, Ramat Gan 5290002, Israel.

  26. PAC Learning in Turn-Based Stochastic Games with Reachability Objectives: A Decentralized Private Approach via Expected Conditional Distance

    Jul 16, 2026Ali Asadi, Krishnendu Chatterjee, Pavol KebisReachability AnalysisDecentralized Learning

    Institute of Science and Technology Austria (ISTA), Austria

  27. Agora: Collective and Permissionless Internet-Scale Pretraining of Large Language Models

    Jul 14, 2026Gil Avraham, Violetta Shevchenko, Hadi Mohaghegh Dolatabadi +9Communication-Efficient Distributed TrainingFault-Tolerant Distributed Training

    Pluralis Research

  28. The Power of Backdoor Absorption in Community Training

    Jul 7, 2026Issam Seddik, Sami Souihi, Mohamed Tamaazousti +1Algorithmic AuditingBackdoor Attacks

    Université Paris-Saclay, CEA LIST, Palaiseau, France

  29. Towards Personalized Differentially Private Learning for Decentralized Local Graphs

    Jul 6, 2026Longzhu He, Peng Tang, Chaozhuo Li +5Graph Neural NetworksDecentralized Learning

    School of Computer Science, Beijing University of Posts and Telecommunications, Beijing 100876, China · State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China · School of Cyber Science and Technology, Shandong University, Qingdao, China +2

  30. Decentralised Federated Learning over Temporal Networks: The Role of Heterogeneities

    Jul 3, 2026Arash Badie-Modiri, Chiara Boldrini, Lorenzo Valerio +2Federated Learning AggregationDecentralized Learning

    National Research Council, Pisa · Central European University, Vienna · Aalto University, Espoo +1

  31. Understanding the Robustness of Distributed Self-Supervised Learning Frameworks Against Non-IID Data

    Jul 2, 2026Xuanyu Chen, Nan Yang, Shuai Wang +1Self-Supervised LearningNon-IID Federated Learning

    School of Electrical and Computer Engineering, The University of Sydney · 2Northwestern Polytechnical University

  32. Privacy-Preserving and Verifiable Approximate Distributed Coded Computing

    Jul 2, 2026Xavier Martínez-Luaña, Alba Gude-Santos, Manuel Fernández-Veiga +1Byzantine-Robust Federated LearningDecentralized Learning

    Galician Research and Development Center in Advanced Telecommunications (GRADIANT) Estrada do Vilar, 56-58, Vigo, 36214, Spain · atlanTTic, Information & Computing Lab (ICLAB), Telecommunication Engineering School, Universidade de Vigo Vigo, 36310, Spain

  33. Decentralised AI Training and Inference with BlockTrain

    Jun 23, 2026Peter Toth, Dan OprisaEfficient Transformer InferenceDecentralized Learning

    Spheroid Labs∗

  34. Priority-Aware Learning-Unlearning Correction for Dynamic Decentralized LoRA Fine-Tuning

    Jun 22, 2026Nuocheng Yang, Yechen He, Sihua Wang +3Federated UnlearningCommunication-Efficient Distributed Training

    Beijing Laboratory of Advanced Information Network, and the Beijing Key Laboratory of Network System Architecture and Convergence, Beijing University of Posts and Telecommunications, Beijing 100876, China · Information Systems Technology and Design Pillar, Singapore University of Technology and Design, 487372, Singapore

  35. Giskard : Byzantine Robust and Confidential Aggregation for Large-Scale Decentralized Learning

    Jun 17, 2026Ousmane Touat, César Sabater, Mohamed Maouche +1Secure Multi-Party ComputationCommunication-Efficient Distributed Training

    INSA Lyon, LIRIS, CNRS · Villeurbanne, France · INRIA, INSA Lyon

  36. Mixtures of Subspaces for Bandwidth Efficient Context Parallel Training

    Jun 15, 2026Sameera Ramasinghe, Ajanthan Thalaiyasingam, Hadi Mohaghegh Dolatabadi +5Communication-Efficient Distributed TrainingLong-Context Language Modeling

    Pluralis Research

  37. Unifying Local Communications and Local Updates for LLM Pretraining

    Jun 9, 2026Pietro Cagnasso, Eugene Belilovsky, Edouard OyallonLanguage Model PretrainingCommunication-Efficient Distributed Training

    Concordia University · Mila · CNRS, Sorbonne University

  38. Compositional Generative Modeling from Decentralized Data

    Jun 8, 2026Mashrur M. Morshed, Vishnu Naresh BoddetiFlow MatchingDecentralized Learning

    Department of Computer Science and Engineering, Michigan State University, East Lansing, MI, USA.

  39. Performance Evaluation of Social Learning

    Jun 8, 2026Felice Scala, Marco Carpentiero, Vincenzo Matta +1Bayesian InferenceDecentralized Learning

    DIEM, University of Salerno, I-84084 Fisciano (SA), Italy · CNIT, Italy · EPFL, CH-1015 Lausanne, Switzerland

  40. Improved Convergence Analysis of Topology Dependence in Decentralized SGD

    Jun 8, 2026Yuki Takezawa, Anastasia Koloskova, Sebastian U. StichOptimization Convergence AnalysisDecentralized Learning

    Toyota Motor Corporation · University of Zurich · CISPA Helmholtz Center for Information Security

  41. DPDL: Towards Differential Privacy Preservation in Decentralized Stochastic Learning on Non-IID Data

    Jun 3, 2026Yunsheng Yuan, Xue Xiao, Lina Wang +1Decentralized LearningPrivacy-Preserving ML

    School of Computer Science and Technology, Shandong University, Qingdao 266237, China · Inspur Cloud Information Technology Co, Ltd.

  42. DECA: Decentralizing Block-Wise Adam for Efficient LLM Full-Parameter Fine-Tuning on Non-IID Data

    Jun 2, 2026Yunsheng Yuan, Shaowei Li, Kai Wang +5Fine-TuningLLM Fine-Tuning

    School of Computer Science and Technology, Shandong University, Qingdao China · School of Mathematical Science, Peking University, China · IEIT SYSTEM, China +2

  43. Operating Regimes of Decentralized Learning Under Mobility and Bandwidth Constraints

    Jun 1, 2026Samuele Sabella, Chiara Boldrini, Lorenzo Valerio +2Communication-Efficient Distributed TrainingDecentralized Learning

    Institute for Informatics and Telematics, National Research Council, Italy

  44. Decentralized Parameter-Free Online Learning with Compressed Gossip

    May 27, 2026Tomas Ortega, Hamid JafarkhaniOnline Convex OptimizationDecentralized Learning

    Center for Pervasive Communications & Computing and EECS Department, University of California, Irvine, Irvine, CA 92697 USA

  45. HEAL: Resilient and Self-* Hub-based Learning

    May 26, 2026Mohamed Amine Legheraba, Stefan Galkiewicz, Maria Gradinariu Potop-Butucaru +1Decentralized LearningFederated Learning

    NPA · Sorbonne University, CNRS, LIP6, F-75005 Paris, France · NPA, IUF, LINCS +1

  46. Paris 2.0: A Decentralized Diffusion Model for Video Generation

    May 25, 2026Ali Rouzbayani, Bidhan Roy, Marcos Villagra +1Video Diffusion ModelsText-to-Video Generation

    Bagel Labs (bagel.com)

  47. Unextractable Protocol Models: Collaborative Training and Inference without Weight Materialization

    May 22, 2026Alexander Long, Chamin Hewa Koneputugodage, Thalaiyasingam Ajanthan +5LLM InferenceDecentralized Learning

    Pluralis Research

  48. F-TIS: Harnessing Diverse Models in Collaborative GRPO

    May 21, 2026Nikolay Blagoev, Oğuzhan Ersoy, Wendelin Boehmer +1RL for Language ModelsCommunication-Efficient Distributed Training

    Gensyn · University of Neuchatel · TU Delft

  49. Automated Byzantine-Resilient Clustered Decentralized Federated Learning for Battery Intelligence in Connected EVs

    May 20, 2026Mouhamed Amine Bouchiha, Abdelaziz Amara Korba, Yacine Ghamri-DoudaneByzantine-Robust Federated LearningDecentralized Learning

    SAMOVAR, T´el´ecom SudParis, Paris, France · Department of Computer Science, German University of Technology in Oman (GUtech), Muscat, Oman · L3i, La Rochelle University, La Rochelle, France

  50. Your Neighbors Know: Leveraging Local Neighborhoods for Backdoor Detection in Decentralized Learning

    May 19, 2026Sayan Biswas, Antoine Boutet, Davide Frey +7Backdoor DetectionDecentralized Learning

    1EPFL · 2Inria, INSA Lyon, CITI · 3Univ. Rennes, Inria, CNRS, IRISA

  51. Centralized vs Decentralized Federated Learning: A trade-off performance analysis

    May 15, 2026Chaimaa Medjadji, Guilain Leduc, Sylvain Kubler +1Decentralized LearningFederated Learning

    University of Luxembourg

  52. Unveiling High-Probability Generalization in Decentralized SGD

    May 11, 2026Jiahuan Wang, Ping Luo, Ziqing Wen +2Algorithmic StabilityDecentralized Learning

    College of Computer Science and Technology National University of Defense Technology Changsha, Hunan 410073, China

  53. \mathsf{VISTA}: Decentralized Machine Learning in Adversary Dominated Environments

    May 8, 2026Hanzaleh Akbari Nodehi, Parsa Moradi, Soheil Mohajer +1Mechanism DesignByzantine-Robust Federated Learning

    University of Minnesota

  54. Decentralized Conformal Novelty Detection via Quantized Model Exchange

    May 7, 2026Kyle Loh, Yu XiangFDR ControlConformal Prediction

    Department of Mathematics and Statistics · Florida Atlantic University · Boca Raton, Florida

  55. Learned Neighbor Trust for Collaborative Deployment in Model-Agnostic Decentralized Learning

    May 6, 2026Michael Lanier, Luise Ge, Sastry Kompella +1Ensemble LearningDecentralized Learning

    Department of Computer Science Washington University in St. Louis and Nexcepta

  56. DeRelayL: Sustainable Decentralized Relay Learning

    Apr 30, 2026Haihan Duan, Tengfei Ma, Yuyang Qin +4Decentralized Learning

    Artificial Intelligence Research Institute, Shenzhen MSU-BIT University, Shenzhen 518172, China · Guangdong-Hong Kong-Macao Joint Laboratory for Emotion Intelligence and Pervasive Computing, Shenzhen 518172, China · The Chinese University of Hong Kong, Shenzhen, Shenzhen 518172, China +3

  57. Decentralized Machine Learning with Centralized Performance Guarantees via Gibbs Algorithms

    Apr 22, 2026Yaiza Bermudez, Samir M. Perlaza, Iñaki EsnaolaDecentralized LearningStatistical Learning Theory

    Centre Inria d'Université Côte d'Azur, INRIA, Sophia Antipolis, France. · Laboratoire GAATI, Université de la Polynésie française, Fa'a'ā, French Polynesia. · ECE Dept. Princeton University, Princeton, 08544 NJ, USA. +1

  58. Accelerating Optimization and Machine Learning through Decentralization

    Apr 21, 2026Ziqin Chen, Zuang Wang, Yongqiang WangDistributed OptimizationDecentralized Learning

    Clemson University

  59. Towards Energy Impact on AI-Powered 6G IoT Networks: Centralized vs. Decentralized

    Apr 21, 2026Anjie Qiu, Donglin Wang, Sanket Partani +2Energy-Efficient MLInternet of Things

    *Institute for Wireless Communication and Navigation (WiCoN), University of Kaiserslautern-Landau (RPTU) · +Intelligent Networks Research Group (IN), German Research Center for Artificial Intelligence (DFKI)

  60. Continuous Limits of Coupled Flows in Representation Learning

    Apr 18, 2026Zilin Li, Weiwei Xu, Xuchun Tong +2Disentangled Representation LearningRepresentation Learning

    SIIS, Donghua University, Shanghai