Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges

15 November 2022

Enrique Tomás Martínez Beltrán

Mario Quiles Pérez

Pedro Miguel Sánchez Sánchez

Sergio López Bernal

Gérome Bovet

M. Pérez

Gregorio Martínez Pérez

Alberto Huertas Celdrán

FedML

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Papers citing "Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges"

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Title
De-DSI: Decentralised Differentiable Search Index Petru Neague Marcel Gregoriadis Johan Pouwelse 46 2 0 18 Apr 2024
One-Shot Sequential Federated Learning for Non-IID Data by Enhancing Local Model Diversity Naibo Wang Yuchen Deng Wenjie Feng Shichen Fan Jianwei Yin See-Kiong Ng FedML 34 5 0 18 Apr 2024
DIMAT: Decentralized Iterative Merging-And-Training for Deep Learning Models Nastaran Saadati Minh Pham Nasla Saleem Joshua R. Waite Aditya Balu Zhanhong Jiang Chinmay Hegde Soumik Sarkar MoMe 45 1 0 11 Apr 2024
Data Poisoning Attacks in Gossip Learning Alexandre Pham M. Potop-Butucaru Sébastien Tixeuil Serge Fdida 21 3 0 11 Mar 2024
OCD-FL: A Novel Communication-Efficient Peer Selection-based Decentralized Federated Learning Nizar Masmoudi Wael Jaafar 21 2 0 06 Mar 2024
Gradient Coding in Decentralized Learning for Evading Stragglers Chengxi Li Mikael Skoglund 32 1 0 06 Feb 2024
DFML: Decentralized Federated Mutual Learning Yasser H. Khalil A. Estiri Mahdi Beitollahi Nader Asadi S. Hemati Xu Li Guojun Zhang Xi Chen 27 1 0 02 Feb 2024
Survey of Privacy Threats and Countermeasures in Federated Learning M. Hayashitani Junki Mori Isamu Teranishi FedML 29 1 0 01 Feb 2024
Strategic Client Selection to Address Non-IIDness in HAPS-enabled FL Networks A. Farajzadeh Animesh Yadav H. Yanikomeroglu 33 0 0 10 Jan 2024
Privacy-Preserving in Blockchain-based Federated Learning Systems Sameera K.M. S. Nicolazzo Marco Arazzi Antonino Nocera Rafidha Rehiman K.A. V. P. Mauro Conti 35 25 0 07 Jan 2024
Convergence Visualizer of Decentralized Federated Distillation with Reduced Communication Costs Akihito Taya Yuuki Nishiyama K. Sezaki FedML 11 0 0 19 Dec 2023
Enhancing Scalability and Reliability in Semi-Decentralized Federated Learning With Blockchain: Trust Penalization and Asynchronous Functionality Ajay Kumar Shrestha F. Khan Mohammed Afaan Shaikh Amir Jaberzadeh Jason Geng 19 3 0 30 Oct 2023
Voyager: MTD-Based Aggregation Protocol for Mitigating Poisoning Attacks on DFL Chao Feng Alberto Huertas Celdrán Michael Vuong Gérome Bovet Burkhard Stiller AAML 24 1 0 12 Oct 2023
Sentinel: An Aggregation Function to Secure Decentralized Federated Learning Chao Feng Alberto Huertas Celdrán Janosch Baltensperger Enrique Tomás Martínez Beltrán Gérome Bovet Burkhard Stiller 41 6 0 12 Oct 2023
The Implications of Decentralization in Blockchained Federated Learning: Evaluating the Impact of Model Staleness and Inconsistencies F. Wilhelmi Nima Afraz Elia Guerra Paolo Dini 36 3 0 11 Oct 2023
Asymmetrically Decentralized Federated Learning Qinglun Li Miao Zhang Nan Yin Quanjun Yin Li Shen FedML 27 4 0 08 Oct 2023
Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges Vishnu Pandi Chellapandi Liangqi Yuan Christopher G. Brinton Stanislaw H. .Zak Ziran Wang FedML 38 75 0 21 Aug 2023
DFedADMM: Dual Constraints Controlled Model Inconsistency for Decentralized Federated Learning Qinglun Li Li Shen Guang-Ming Li Quanjun Yin Dacheng Tao FedML 26 7 0 16 Aug 2023
TemporalFED: Detecting Cyberattacks in Industrial Time-Series Data Using Decentralized Federated Learning Á. Gómez Enrique Tomás Martínez Beltrán Pedro Miguel Sánchez Sánchez Alberto Huertas Celdrán 19 2 0 07 Aug 2023
Mitigating Communications Threats in Decentralized Federated Learning through Moving Target Defense Enrique Tomás Martínez Beltrán Pedro Miguel Sánchez Sánchez Sergio López Bernal Gérome Bovet Manuel Gil Pérez Gregorio Martínez Pérez Alberto Huertas Celdrán AAML 18 7 0 21 Jul 2023
Private Networked Federated Learning for Nonsmooth Objectives Franccois Gauthier C. Gratton Naveen K. D. Venkategowda Stefan Werner FedML 17 0 0 24 Jun 2023
FLGo: A Fully Customizable Federated Learning Platform Zhilin Wang Xiaoliang Fan Zhaopeng Peng Xueheng Li Ziqi Yang Mingkuan Feng Zhicheng Yang Xiao Liu Cheng-i Wang FedML 24 11 0 21 Jun 2023
Fedstellar: A Platform for Decentralized Federated Learning Enrique Tomás Martínez Beltrán Á. Gómez Chao Feng Pedro Miguel Sánchez Sánchez Sergio López Bernal Gérome Bovet M. Pérez Gregorio Martínez Pérez Alberto Huertas Celdrán FedML 18 40 0 16 Jun 2023
Decentralized SGD and Average-direction SAM are Asymptotically Equivalent Tongtian Zhu Fengxiang He Kaixuan Chen Mingli Song Dacheng Tao 34 15 0 05 Jun 2023
Decentralized Federated Learning: A Survey and Perspective Liangqi Yuan Ziran Wang Lichao Sun Philip S. Yu Christopher G. Brinton FedML 40 85 0 02 Jun 2023
Towards More Suitable Personalization in Federated Learning via Decentralized Partial Model Training Yi Shi Yingqi Liu Yan Sun Zihao Lin Li Shen Xueqian Wang Dacheng Tao FedML 45 10 0 24 May 2023
Survey of Federated Learning Models for Spatial-Temporal Mobility Applications Yacine Belal Sonia Ben Mokhtar Hamed Haddadi Jaron Wang A. Mashhadi FedML 33 9 0 09 May 2023
Connectivity-Aware Semi-Decentralized Federated Learning over Time-Varying D2D Networks Rohit Parasnis Seyyedali Hosseinalipour Yun-Wei Chu M. Chiang Christopher G. Brinton FedML 19 16 0 15 Mar 2023
Communication-Efficient Design for Quantized Decentralized Federated Learning L. Chen Wei Liu Yunfei Chen Weidong Wang FedML MQ 52 14 0 15 Mar 2023
Model-Agnostic Federated Learning Gianluca Mittone Walter Riviera Iacopo Colonnelli Robert Birke Marco Aldinucci FedML 29 7 0 08 Mar 2023
FederatedTrust: A Solution for Trustworthy Federated Learning Pedro Miguel Sánchez Sánchez Alberto Huertas Celdrán Ning Xie Gérome Bovet Gregorio Martínez Pérez Burkhard Stiller 36 21 0 20 Feb 2023
Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning Gianluca Mittone Nicolò Tonci Robert Birke Iacopo Colonnelli Doriana Medić ... Francesco Beneventi Mirko Polato Massimo Torquati Luca Benini Marco Aldinucci 11 10 0 15 Feb 2023
Improving the Model Consistency of Decentralized Federated Learning Yi Shi Li Shen Kang Wei Yan Sun Bo Yuan Xueqian Wang Dacheng Tao FedML 33 51 0 08 Feb 2023
When Brain-Computer Interfaces Meet the Metaverse: Landscape, Demonstrator, Trends, Challenges, and Concerns Sergio López Bernal Mario Quiles Pérez Enrique Tomás Martínez Beltrán Gregorio Martínez Pérez Alberto Huertas Celdrán 26 8 0 06 Dec 2022
Semi-Decentralized Federated Learning with Collaborative Relaying M. Yemini R. Saha Emre Ozfatura Deniz Gündüz Andrea J. Goldsmith FedML 39 32 0 23 May 2022
Network Gradient Descent Algorithm for Decentralized Federated Learning Shuyuan Wu Danyang Huang Hansheng Wang FedML 30 11 0 06 May 2022
Decentralized Wireless Federated Learning with Differential Privacy Shuzhen Chen Dongxiao Yu Yifei Zou Jiguo Yu Xiuzhen Cheng 43 50 0 19 Sep 2021
DeceFL: A Principled Decentralized Federated Learning Framework Ye Yuan Jun Liu Dou Jin Zuogong Yue Ruijuan Chen ... Xinlei Yi Tao Yang Hai-Tao Zhang Shaochun Sui Han Ding FedML 18 9 0 15 Jul 2021
Blockchain Assisted Decentralized Federated Learning (BLADE-FL): Performance Analysis and Resource Allocation Jun Li Yumeng Shao Kang Wei Ming Ding Chuan Ma Long Shi Zhu Han Vincent Poor FedML 63 150 0 18 Jan 2021
Opportunities of Federated Learning in Connected, Cooperative and Automated Industrial Systems S. Savazzi M. Nicoli M. Bennis Sanaz Kianoush Luca Barbieri FedML AIFin AI4CE 40 125 0 09 Jan 2021
Throughput-Optimal Topology Design for Cross-Silo Federated Learning Othmane Marfoq Chuan Xu Giovanni Neglia Richard Vidal FedML 67 85 0 23 Oct 2020
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 168 564 0 27 Jul 2020
Multi-scale Attributed Node Embedding Benedek Rozemberczki Carl Allen Rik Sarkar GNN 148 837 0 28 Sep 2019
Large scale distributed neural network training through online distillation Rohan Anil Gabriel Pereyra Alexandre Passos Róbert Ormándi George E. Dahl Geoffrey E. Hinton FedML 278 404 0 09 Apr 2018