{"total":36,"rows":[{"id":"2108.10252","title":"Federated Multi-Task Learning under a Mixture of Distributions","created":"2021-08-23","cited_by_count":192,"area":null},{"id":"2211.08413","title":"Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges","created":"2022-11-15","cited_by_count":138,"area":null},{"id":"2210.04620","title":"FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings","created":"2022-10-10","cited_by_count":125,"area":null},{"id":"2311.06750","title":"Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark","created":"2023-11-12","cited_by_count":99,"area":null},{"id":"2306.01603","title":"Decentralized Federated Learning: A Survey and Perspective","created":"2023-06-02","cited_by_count":86,"area":null},{"id":"2204.04452","title":"Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data","created":"2022-04-09","cited_by_count":32,"area":null},{"id":"2203.12285","title":"Towards Effective Clustered Federated Learning: A Peer-to-peer Framework with Adaptive Neighbor Matching","created":"2022-03-23","cited_by_count":24,"area":null},{"id":"2302.02573","title":"Topology-aware Federated Learning in Edge Computing: A Comprehensive Survey","created":"2023-02-06","cited_by_count":23,"area":null},{"id":"2402.05926","title":"On the Convergence of Zeroth-Order Federated Tuning for Large Language Models","created":"2024-02-08","cited_by_count":19,"area":null},{"id":"2106.11814","title":"Enabling Long-Term Cooperation in Cross-Silo Federated Learning: A Repeated Game Perspective","created":"2021-06-22","cited_by_count":14,"area":null},{"id":"2104.07365","title":"D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning","created":"2021-04-15","cited_by_count":12,"area":null},{"id":"2212.01977","title":"Distributed Pruning Towards Tiny Neural Networks in Federated Learning","created":"2022-12-05","cited_by_count":11,"area":null},{"id":"2112.15486","title":"Efficient and Reliable Overlay Networks for Decentralized Federated Learning","created":"2021-12-12","cited_by_count":9,"area":null},{"id":"2305.11420","title":"Beyond Exponential Graph: Communication-Efficient Topologies for Decentralized Learning via Finite-time Convergence","created":"2023-05-19","cited_by_count":9,"area":null},{"id":"2204.12443","title":"A review of Federated Learning in Intrusion Detection Systems for IoT","created":"2022-04-26","cited_by_count":4,"area":null},{"id":"2211.14292","title":"Analysis of Error Feedback in Federated Non-Convex Optimization with Biased Compression","created":"2022-11-25","cited_by_count":3,"area":null},{"id":"2307.02140","title":"Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives","created":"2023-07-05","cited_by_count":3,"area":null},{"id":"2501.15259","title":"Scalable Decentralized Learning with Teleportation","created":"2025-01-25","cited_by_count":3,"area":null},{"id":"2510.12595","title":"Research in Collaborative Learning Does Not Serve Cross-Silo Federated Learning in Practice","created":"2025-10-14","cited_by_count":3,"area":null},{"id":"2511.22616","title":"Federated Learning Survey: A Multi-Level Taxonomy of Aggregation Techniques, Experimental Insights, and Future Frontiers","created":"2025-11-27","cited_by_count":3,"area":null},{"id":"2202.08603","title":"Cross-Silo Heterogeneous Model Federated Multitask Learning","created":"2022-02-17","cited_by_count":2,"area":null},{"id":"2208.00848","title":"DeFL: Decentralized Weight Aggregation for Cross-silo Federated Learning","created":"2022-08-01","cited_by_count":2,"area":null},{"id":"2408.04705","title":"Overlay-based Decentralized Federated Learning in Bandwidth-limited Networks","created":"2024-08-08","cited_by_count":2,"area":null},{"id":"2501.16992","title":"FedEFM: Federated Endovascular Foundation Model with Unseen Data","created":"2025-01-28","cited_by_count":2,"area":null},{"id":"2207.09657","title":"Reducing Training Time in Cross-Silo Federated Learning using Multigraph Topology","created":"2022-07-20","cited_by_count":1,"area":null},{"id":"2210.02129","title":"Decentralized Hyper-Gradient Computation over Time-Varying Directed Networks","created":"2022-10-05","cited_by_count":1,"area":null},{"id":"2302.10631","title":"FedST: Secure Federated Shapelet Transformation for Time Series Classification","created":"2023-02-21","cited_by_count":1,"area":null},{"id":"2311.04818","title":"Cross-Silo Federated Learning Across Divergent Domains with Iterative Parameter Alignment","created":"2023-11-08","cited_by_count":1,"area":null},{"id":"2401.03083","title":"Energy-efficient Decentralized Learning via Graph Sparsification","created":"2024-01-05","cited_by_count":1,"area":null},{"id":"2501.15005","title":"DBA-DFL: Towards Distributed Backdoor Attacks with Network Detection in Decentralized Federated Learning","created":"2025-01-25","cited_by_count":1,"area":null},{"id":"2411.02908","title":"Photon: Federated LLM Pre-Training","created":"2024-11-05","cited_by_count":0,"area":null},{"id":"2504.12210","title":"Communication Optimization for Decentralized Learning atop Bandwidth-limited Edge Networks","created":"2025-04-16","cited_by_count":0,"area":null},{"id":"2506.23523","title":"Lightweight Temporal Transformer Decomposition for Federated Autonomous Driving","created":"2025-06-30","cited_by_count":0,"area":null},{"id":"2510.15300","title":"DFCA: Decentralized Federated Clustering Algorithm","created":"2025-10-17","cited_by_count":0,"area":null},{"id":"2512.01549","title":"Delta Sum Learning: an approach for fast and global convergence in Gossip Learning","created":"2025-12-01","cited_by_count":0,"area":null},{"id":"2605.11010","title":"A Comparative Study of Federated Learning Aggregation Strategies under Homogeneous and Heterogeneous Data Distributions","created":"2026-05-10","cited_by_count":0,"area":null}],"next_cursor":null}