{"total":37,"rows":[{"id":"2106.06843","title":"Federated Learning on Non-IID Data: A Survey","created":"2021-06-12","cited_by_count":346,"area":null},{"id":"2307.10616","title":"Heterogeneous Federated Learning: State-of-the-art and Research Challenges","created":"2023-07-20","cited_by_count":161,"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":"2111.11343","title":"Decentralized Federated Learning through Proxy Model Sharing","created":"2021-11-22","cited_by_count":57,"area":null},{"id":"2210.04505","title":"A Survey on Heterogeneous Federated Learning","created":"2022-10-10","cited_by_count":42,"area":null},{"id":"2308.04604","title":"A Survey on Decentralized Federated Learning","created":"2023-08-08","cited_by_count":27,"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":"2405.11525","title":"Overcoming Data and Model Heterogeneities in Decentralized Federated Learning via Synthetic Anchors","created":"2024-05-19","cited_by_count":21,"area":null},{"id":"2210.06597","title":"Find Your Friends: Personalized Federated Learning with the Right Collaborators","created":"2022-10-12","cited_by_count":10,"area":null},{"id":"2302.11466","title":"Advancements in Federated Learning: Models, Methods, and Privacy","created":"2023-02-22","cited_by_count":7,"area":null},{"id":"2208.05320","title":"PEPPER: Empowering User-Centric Recommender Systems over Gossip Learning","created":"2022-08-09","cited_by_count":4,"area":null},{"id":"2402.01863","title":"DFML: Decentralized Federated Mutual Learning","created":"2024-02-02","cited_by_count":4,"area":null},{"id":"2111.05505","title":"DACFL: Dynamic Average Consensus Based Federated Learning in Decentralized Topology","created":"2021-11-10","cited_by_count":3,"area":null},{"id":"2308.16671","title":"Sparse Decentralized Federated Learning","created":"2023-08-31","cited_by_count":2,"area":null},{"id":"2309.11680","title":"Federated Learning with Neural Graphical Models","created":"2023-09-20","cited_by_count":2,"area":null},{"id":"2503.23726","title":"PDSL: Privacy-Preserved Decentralized Stochastic Learning with Heterogeneous Data Distribution","created":"2025-03-31","cited_by_count":2,"area":null},{"id":"2205.10681","title":"Nonparametric Decentralized Detection and Sparse Sensor Selection via Multi-Sensor Online Kernel Scalar Quantization","created":"2022-05-21","cited_by_count":1,"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":"2309.16584","title":"Collaborative Distributed Machine Learning","created":"2023-09-28","cited_by_count":1,"area":null},{"id":"2401.00809","title":"A review on different techniques used to combat the non-IID and heterogeneous nature of data in FL","created":"2024-01-01","cited_by_count":1,"area":null},{"id":"2402.04193","title":"Gradient Coding in Decentralized Learning for Evading Stragglers","created":"2024-02-06","cited_by_count":1,"area":null},{"id":"2403.14718","title":"FedSR: A Semi-Decentralized Federated Learning Algorithm for Non-IIDness in IoT System","created":"2024-03-19","cited_by_count":1,"area":null},{"id":"2403.14905","title":"Adaptive Coded Federated Learning: Privacy Preservation and Straggler Mitigation","created":"2024-03-22","cited_by_count":1,"area":null},{"id":"2505.14507","title":"Federated prediction for scalable and privacy-preserved knowledge-based planning in radiotherapy","created":"2025-05-20","cited_by_count":1,"area":null},{"id":"2505.18866","title":"Distribution-Aware Mobility-Assisted Decentralized Federated Learning","created":"2025-05-24","cited_by_count":1,"area":null},{"id":"2211.09421","title":"FedSiam-DA: Dual-aggregated Federated Learning via Siamese Network under Non-IID Data","created":"2022-11-17","cited_by_count":0,"area":null},{"id":"2212.07179","title":"FLAGS Framework for Comparative Analysis of Federated Learning Algorithms","created":"2022-12-14","cited_by_count":0,"area":null},{"id":"2306.14012","title":"Private Networked Federated Learning for Nonsmooth Objectives","created":"2023-06-24","cited_by_count":0,"area":null},{"id":"2310.15890","title":"Cross-feature Contrastive Loss for Decentralized Deep Learning on Heterogeneous Data","created":"2023-10-24","cited_by_count":0,"area":null},{"id":"2410.17792","title":"Enhancing Federated Learning Convergence with Dynamic Data Queue and Data Entropy-driven Participant Selection","created":"2024-10-23","cited_by_count":0,"area":null},{"id":"2503.04451","title":"Privacy Preserving and Robust Aggregation for Cross-Silo Federated Learning in Non-IID Settings","created":"2025-03-06","cited_by_count":0,"area":null},{"id":"2512.17986","title":"FedOAED: Federated On-Device Autoencoder Denoiser for Heterogeneous Data under Limited Client Availability","created":"2025-12-19","cited_by_count":0,"area":null},{"id":"2601.22204","title":"FedAdaVR: Adaptive Variance Reduction for Robust Federated Learning under Limited Client Participation","created":"2026-01-29","cited_by_count":0,"area":null},{"id":"2606.03209","title":"DECA: Decentralizing Block-Wise Adam for Efficient LLM Full-Parameter Fine-Tuning on Non-IID Data","created":"2026-06-02","cited_by_count":0,"area":null},{"id":"2606.04399","title":"DPDL: Towards Differential Privacy Preservation in Decentralized Stochastic Learning on Non-IID Data","created":"2026-06-03","cited_by_count":0,"area":null},{"id":"2609.07312","title":"Robust Decentralized Personalized Federated Learning via Prediction-Constrained Neighborhood Collaboration","created":"2026-09-07","cited_by_count":0,"area":null},{"id":"2609.23845","title":"PROSE: A Theory of Optimal Stopping with Perishable Evidence for Peer Selection in Intermittently Connected Decentralised Learning","created":"2026-09-20","cited_by_count":0,"area":null}],"next_cursor":null}