Decentralized Learning

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 73

All topics
CardsList

  1. SeedFlood: A Step Toward Scalable Decentralized Fine-Tuning of LLMs

    Feb 20, 2026Jihun Kim, Dongyeop Lee, Namhoon LeeCommunication-Efficient Distributed TrainingZeroth-Order Optimization

    POSTECH, pohang, Republic of Korea.

  2. Decentralized SGD with Controlled Disagreement Finds Flatter Minima

    Feb 2, 2026Zesen Wang, Mikael JohanssonDecentralized LearningFlat Minima

    Division of Decision and Control Systems KTH Royal Institute of Technology

  3. Fast and Efficient Asynchronous Gossip Algorithm for Robust and Non-Smooth Convex Decentralized Learning

    Jan 28, 2026Anna van Elst, Olivier Fercoq, Igor Colin +1Decentralized LearningNonsmooth Convex Optimization

    LTCI, Télécom Paris, Institut Polytechnique de Paris

  4. Self-Creating Random Walks for Decentralized Learning under Pac-Man Attacks

    Jan 12, 2026Xingran Chen, Parimal Parag, Rohit Bhagat +1Adversarial AttacksDecentralized Learning

    Engineering Systems and Design Pillar, Singapore University of Technology and Design, 8 Somapah Road, Singapore 487372 · Department of Electrical Communication Engineering, Indian Institute of Science, Bangalore, Karnataka 560012, India · Department of Electrical and Computer Engineering, Rutgers University, Piscataway Township, NJ 08854, USA

  5. On the Escaping Efficiency of Distributed Adversarial Training Algorithms

    Sep 14, 2025Ying Cao, Kun Yuan, Ali H. SayedAdversarial TrainingAdversarial Robustness

    Institute of Electrical and Micro Engineering in EPFL, Lausanne · Center for Machine Learning Research (CMLR) in Peking University

  6. Random Walk Learning and the Pac-Man Attack

    Aug 1, 2025Xingran Chen, Parimal Parag, Rohit Bhagat +2CybersecurityDecentralized Learning

    Department of Electrical and Computer Engineering, Rutgers University, Piscataway Township, NJ 08854, USA · Department of Electrical Communication Engineering, Indian Institute of Science, Bangalore, Karnataka 560012, India

  7. NoLoCo: No-all-reduce Low Communication Training Method for Large Models

    Jun 12, 2025Jari Kolehmainen, Nikolay Blagoev, Semih Kara +3Communication-Efficient Distributed TrainingDecentralized Learning

    1Gensyn

  8. Subspace Networks: Scaling Decentralized Training with Communication-Efficient Model Parallelism

    Jun 2, 2025Sameera Ramasinghe, Thalaiyasingam Ajanthan, Gil Avraham +2Communication-Efficient Distributed TrainingDecentralized Learning

    Pluralis Research

  9. Chisme: Heterogeneity-Aware Gossip Learning

    May 14, 2025Harikrishna Kuttivelil, Katia ObraczkaEdge ComputingDecentralized Learning

    Computer Science & Engineering University of California Santa Cruz, California, USA

  10. Trust-free Personalized Decentralized Learning

    Oct 15, 2024Yawen Li, Yan Li, Junping Du +3Decentralized LearningFederated Learning

    Beijing University of Posts and Telecommunications, Beijing, China

  11. Collaborative Knowledge Distillation via a Learning-by-Education Node Community

    Sep 30, 2024Anestis Kaimakamidis, Ioannis Mademlis, Ioannis PitasContinual LearningDecentralized Learning

    Aristotle University of Thessaloniki, Thessaloniki, 54124, Greece

  12. Byzantine-Robust Aggregation for Securing Decentralized Federated Learning

    Sep 26, 2024Diego Cajaraville-Aboy, Ana Fernández-Vilas, Rebeca P. Díaz-Redondo +1Federated Learning AggregationByzantine-Robust Federated Learning

    atlanTTic Research Center – ICLAB – Universidade de Vigo, Vigo, 36310, Spain

  13. Byzantine-Robust Federated Fire Detection with a Rotating Coordinator

    Date pendingGeorgia Argyrou, Aymen Bahroun, Hedi Fendri +1Federated Learning AggregationByzantine-Robust Federated Learning

    Department of Computer Science, Aalto University, Espoo, Finland · Kudelski Labs