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Federated Learning for Large Models in Medical Imaging: A Comprehensive Review Mengyu Sun Ziyuan Yang Yongqiang Huang Hui Yu Yingyu Chen Shuren Qi Andrew Beng Jin Teoh Yi Zhang FedML 16 0 0 28 Aug 2025
Federated Learning for Coronary Artery Plaque Detection in Atherosclerosis Using IVUS Imaging: A Multi-Hospital Collaboration Chiu-Han Hsiao Kai Chen Tsung-Yu Peng Wei-Chieh Huang 109 2 0 19 Dec 2024
SoK: Decentralized AI (DeAI) Zhipeng Wang Rui Sun Elizabeth Lui Vatsal Shah Xihan Xiong Jiahao Sun Davide Crapis William Knottenbelt 285 4 0 26 Nov 2024
From Challenges and Pitfalls to Recommendations and Opportunities: Implementing Federated Learning in Healthcare Ming Li Pengcheng Xu Junjie Hu Zeyu Tang Guang Yang FedML 213 14 0 15 Sep 2024
Generative AI like ChatGPT in Blockchain Federated Learning: use cases, opportunities and future Sai Puppala Ismail Hossain Md. jahangir Alam Sajedul Talukder J. Ferdaus Mahedi Hasan Sameera Pisupati Shanmukh Mathukumilli FedML 62 2 0 25 Jul 2024
Proof-of-Collaborative-Learning: A Multi-winner Federated Learning Consensus Algorithm Amirreza Sokhankhosh Sara Rouhani FedML 63 2 0 17 Jul 2024
Threats and Defenses in Federated Learning Life Cycle: A Comprehensive Survey and Challenges Yanli Li Zhongliang Guo Nan Yang Huaming Chen Dong Yuan Weiping Ding FedML 141 8 0 09 Jul 2024
Federated Learning in Healthcare: Model Misconducts, Security, Challenges, Applications, and Future Research Directions -- A Systematic Review Md. Shahin Ali M. Ahsan Lamia Tasnim Sadia Afrin Koushik Biswas Maruf Md. Sajjad Hossain Md Mahfuz Ahmed Ronok Hashan Md. Khairul Islam Shivakumar Raman 102 13 0 22 May 2024
Integration of Federated Learning and Blockchain in Healthcare: A Tutorial Yahya Shahsavari O. A. Dambri Yaser Baseri A. Hafid Dimitrios Makrakis OOD 140 5 0 15 Apr 2024
Enhancing Trust and Privacy in Distributed Networks: A Comprehensive Survey on Blockchain-based Federated Learning Ji Liu Chunlu Chen Yu Li Lin Sun Yulun Song Jingbo Zhou Bo Jing Dejing Dou 96 19 0 28 Mar 2024
Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions Zeju Cai Jianguo Chen Yuting Fan Zibin Zheng Keqin Li 108 10 0 01 Mar 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 95 39 0 07 Jan 2024
The Landscape of Modern Machine Learning: A Review of Machine, Distributed and Federated Learning Omer Subasi Oceane Bel Joseph Manzano Kevin J. Barker FedML OOD PINN 118 2 0 05 Dec 2023
Exploring Machine Learning Models for Federated Learning: A Review of Approaches, Performance, and Limitations Elaheh Jafarigol Theodore Trafalis Talayeh Razzaghi Mona Zamankhani FedML 79 1 0 17 Nov 2023
Multi-dimensional Data Quick Query for Blockchain-based Federated Learning Jiaxi Yang Sheng Cao Xiangli Peng Xiong-da Li Xiaosong Zhang 49 3 0 27 Sep 2023
SoK: Assessing the State of Applied Federated Machine Learning Tobias Müller Maximilian Stäbler Hugo Gascón Frank Köster Florian Matthes 77 0 0 03 Aug 2023
Federated Learning for Medical Image Analysis: A Survey Hao Guan Pew-Thian Yap Andrea Bozoki Mingxia Liu FedML OOD 178 187 0 09 Jun 2023
Smart Policy Control for Securing Federated Learning Management System Aditya Pribadi Kalapaaking Ibrahim Khalil Mohammed Atiquzzaman 76 16 0 16 May 2023
Blockchained Federated Learning for Internet of Things: A Comprehensive Survey Yanna Jiang Baihe Ma Xu Wang Ping Yu Guangsheng Yu Zhe Wang Weiquan Ni R. Liu AI4CE 100 32 0 08 May 2023
Blockchain-based Federated Learning with SMPC Model Verification Against Poisoning Attack for Healthcare Systems Aditya Pribadi Kalapaaking Ibrahim Khalil X. Yi 70 53 0 26 Apr 2023
Blockchain-based Federated Learning with Secure Aggregation in Trusted Execution Environment for Internet-of-Things Aditya Pribadi Kalapaaking Ibrahim Khalil Mohammad Saidur Rahman Mohammed Atiquzzaman X. Yi Mahathir Almashor FedML 78 81 0 25 Apr 2023
A Comparative Study of Federated Learning Models for COVID-19 Detection Erfan Darzidehkalani N. Sijtsema P. V. Ooijen FedML OOD 77 4 0 28 Mar 2023
Advancements in Federated Learning: Models, Methods, and Privacy Hui Chen Huandong Wang Qingyue Long Depeng Jin Yong Li FedML 156 18 0 22 Feb 2023
Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation F. Santini Jakob Wasserthal Abramo Agosti X. Deligianni K. Keene ... C. Weidensteiner G. Manco Matteo Paoletti Valentina Mazzoli Arjun D Desai FedML MedIm 309 10 0 13 Feb 2023
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine Ahmad Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 106 43 0 17 Nov 2022
FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model Shuo Shao Wenyuan Yang Hanlin Gu Zhan Qin Lixin Fan Qiang Yang Kui Ren FedML 110 40 0 14 Nov 2022
Watermarking in Secure Federated Learning: A Verification Framework Based on Client-Side Backdooring Wenyuan Yang Shuo Shao Yue Yang Xiyao Liu Ximeng Liu Zhihua Xia Gerald Schaefer Hui Fang FedML 93 30 0 14 Nov 2022
A review of Deep learning Techniques for COVID-19 identification on Chest CT images S. BrisklineKiruba A. Petchiammal D. Murugan 86 1 0 29 Jul 2022
Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging Ziyuan Yang Wenjun Xia Zexin Lu Yingyu Chen Xiaoxia Li Yi Zhang FedML OOD 104 36 0 08 Jun 2022
Securing AI-based Healthcare Systems using Blockchain Technology: A State-of-the-Art Systematic Literature Review and Future Research Directions Rucha Shinde S. Patil K. Kotecha V. Potdar Ganeshsree Selvachandran Ajith Abraham 59 42 0 30 May 2022
Federated learning: Applications, challenges and future directions Subrato Bharati Hossain Mondal Prajoy Podder V. B. Surya Prasath FedML 104 70 0 18 May 2022
Block Hunter: Federated Learning for Cyber Threat Hunting in Blockchain-based IIoT Networks Abbas Yazdinejad Ali Dehghantanha R. Parizi M. Hammoudeh H. Karimipour Gautam Srivastava 76 136 0 21 Apr 2022
RSCFed: Random Sampling Consensus Federated Semi-supervised Learning Xiaoxiao Liang Yiqun Lin Huazhu Fu Lei Zhu Xuelong Li FedML 88 58 0 26 Mar 2022
ST-FL: Style Transfer Preprocessing in Federated Learning for COVID-19 Segmentation Antonios Georgiadis Varun Babbar Fran Silavong Sean J. Moran R. Otter OOD FedML 87 3 0 25 Mar 2022
A Two-Stage Federated Transfer Learning Framework in Medical Images Classification on Limited Data: A COVID-19 Case Study Alex Zhang Naomi Fengqi Li OOD FedML 112 5 0 24 Mar 2022
Federated Learning for Privacy Preservation in Smart Healthcare Systems: A Comprehensive Survey Mansoor Ali F. Naeem M. Tariq Georges Kaddoum 98 142 0 18 Mar 2022
Incentive Mechanism Design for Joint Resource Allocation in Blockchain-based Federated Learning Zhilin Wang Qin Hu Ruinian Li Minghui Xu Zehui Xiong FedML 137 64 0 18 Feb 2022
A Comprehensive Survey on Federated Learning: Concept and Applications Dhurgham Hassan Mahlool Mohammed Hamzah Abed FedML 72 24 0 23 Jan 2022
Federated Learning for Smart Healthcare: A Survey Dinh C. Nguyen Quoc-Viet Pham P. Pathirana Ming Ding Aruna Seneviratne Zihuai Lin O. Dobre Won Joo Hwang FedML 114 622 0 16 Nov 2021
Implicit Model Specialization through DAG-based Decentralized Federated Learning Jossekin Beilharz Bjarne Pfitzner R. Schmid Paul Geppert Bernd Arnrich A. Polze FedML OOD 84 15 0 01 Nov 2021
DPCOVID: Privacy-Preserving Federated Covid-19 Detection Trang-Thi Ho Yennun Huang OOD FedML 64 4 0 26 Oct 2021
Blockchain and Federated Edge Learning for Privacy-Preserving Mobile Crowdsensing Qin Hu Zhilin Wang Minghui Xu Xiuzhen Cheng 85 36 0 16 Oct 2021
Federated Learning for COVID-19 Detection with Generative Adversarial Networks in Edge Cloud Computing Dinh C. Nguyen Ming Ding P. Pathirana Aruna Seneviratne Albert Y. Zomaya FedML MedIm 174 91 0 14 Oct 2021
Federated Learning for Big Data: A Survey on Opportunities, Applications, and Future Directions T. G. Quoc-Viet Pham Thien Huynh-The S. Bhattacharya Praveen Kumar Reddy Maddikunta Sharnil Pandya Madhusanka Liyanage Wei Wang Thanh Thi Nguyen FedML AI4CE 144 45 0 08 Oct 2021
Study on Transfer Learning Capabilities for Pneumonia Classification in Chest-X-Rays Image D. Avola Andrea Bacciu Luigi Cinque Alessio Fagioli Marco Raoul Marini Riccardo Taiello 74 11 0 06 Oct 2021
A Systematic Survey of Blockchained Federated Learning Zhilin Wang Qin Hu Minghui Xu Zhuang Yan Yawei Wang Xiuzhen Cheng FedML 116 45 0 05 Oct 2021
FedProc: Prototypical Contrastive Federated Learning on Non-IID data Xutong Mu Yulong Shen Ke Cheng Xueli Geng Jiaxuan Fu Tao Zhang Zhiwei Zhang FedML 126 196 0 25 Sep 2021
Blockchain-based Trustworthy Federated Learning Architecture Sin Kit Lo Yue Liu Qinghua Lu Chen Wang Xiwei Xu Hye-Young Paik Liming Zhu FedML 97 19 0 16 Aug 2021
A Survey of Machine Learning Techniques for Detecting and Diagnosing COVID-19 from Imaging Aishwarza Panday M. A. Kabir N. K. Chowdhury 119 8 0 25 Jul 2021
Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease Akis Linardos Kaisar Kushibar S. Walsh P. Gkontra Karim Lekadir FedML 101 79 0 07 Jul 2021