Towards Effective Clustered Federated Learning: A Peer-to-peer Framework with Adaptive Neighbor Matching

23 March 2022

Didi Zhu

Papers citing "Towards Effective Clustered Federated Learning: A Peer-to-peer Framework with Adaptive Neighbor Matching"

20 / 20 papers shown

Title
Query-based Knowledge Transfer for Heterogeneous Learning Environments Norah Alballa Wenxuan Zhang Ziquan Liu A. Abdelmoniem Mohamed Elhoseiny Marco Canini 17 0 0 12 Apr 2025
ProFed: a Benchmark for Proximity-based non-IID Federated Learning D. Domini G. Aguzzi Mirko Viroli FedML OOD 72 0 0 26 Mar 2025
dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis Luyuan Xie Tianyu Luan Wenyuan Cai Guochen Yan Z. Chen Nan Xi Yuejian Fang Qingni Shen Zhonghai Wu Junsong Yuan FedML 56 0 0 13 Mar 2025
Federated Source-free Domain Adaptation for Classification: Weighted Cluster Aggregation for Unlabeled Data Junki Mori Kosuke Kihara Taiki Miyagawa Akinori F. Ebihara Isamu Teranishi Hisashi Kashima 68 1 0 18 Dec 2024
On the effects of similarity metrics in decentralized deep learning under distributional shift Edvin Listo Zec Tom Hagander Eric Ihre-Thomason Sarunas Girdzijauskas FedML 31 0 0 16 Sep 2024
Privacy-Preserved Taxi Demand Prediction System Utilizing Distributed Data Ren Ozeki Haruki Yonekura Hamada Rizk Hirozumi Yamaguchi 21 1 0 09 Aug 2024
Proximity-based Self-Federated Learning D. Domini G. Aguzzi Nicolas Farabegoli Mirko Viroli L. Esterle FedML 27 4 0 17 Jul 2024
Decentralized Personalized Federated Learning Salma Kharrat Marco Canini Samuel Horváth FedML 30 0 0 10 Jun 2024
PeerFL: A Simulator for Peer-to-Peer Federated Learning at Scale Alka Luqman Shivanshu Shekhar Anupam Chattopadhyay FedML 20 0 0 28 May 2024
P4: Towards private, personalized, and Peer-to-Peer learning Mohammad Maheri S. Siby Sina Abdollahi Anastasia Borovykh Hamed Haddadi 13 0 0 27 May 2024
Text-to-Model: Text-Conditioned Neural Network Diffusion for Train-Once-for-All Personalization Zexi Li Lingzhi Gao Chao Wu AI4CE DiffM 48 3 0 23 May 2024
Sequence-to-sequence models in peer-to-peer learning: A practical application Robert Šajina Ivo Ipšić 25 0 0 02 May 2024
OCD-FL: A Novel Communication-Efficient Peer Selection-based Decentralized Federated Learning Nizar Masmoudi Wael Jaafar 19 2 0 06 Mar 2024
FedSiKD: Clients Similarity and Knowledge Distillation: Addressing Non-i.i.d. and Constraints in Federated Learning Yousef Alsenani Rahul Mishra Khaled R. Ahmed Atta Ur Rahman FedML 13 1 0 14 Feb 2024
FediOS: Decoupling Orthogonal Subspaces for Personalization in Feature-skew Federated Learning Lingzhi Gao Zexi Li Yang Lu Chao Wu 34 6 0 30 Nov 2023
A Survey on Decentralized Federated Learning Edoardo Gabrielli Giovanni Pica Gabriele Tolomei FedML 14 25 0 08 Aug 2023
Edge-cloud Collaborative Learning with Federated and Centralized Features Zexi Li Qunwei Li Yi Zhou Wenliang Zhong Guannan Zhang Chao-Xiang Wu FedML 16 10 0 12 Apr 2023
No Fear of Classifier Biases: Neural Collapse Inspired Federated Learning with Synthetic and Fixed Classifier Zexi Li Xinyi Shang Rui He Tao R. Lin Chao Wu FedML 28 54 0 17 Mar 2023
Revisiting Weighted Aggregation in Federated Learning with Neural Networks Zexi Li Tao R. Lin Xinyi Shang Chao-Xiang Wu FedML 30 58 0 14 Feb 2023
Throughput-Optimal Topology Design for Cross-Silo Federated Learning Othmane Marfoq Chuan Xu Giovanni Neglia Richard Vidal FedML 43 85 0 23 Oct 2020