{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T05:15:30Z","timestamp":1780636530539,"version":"3.54.1"},"reference-count":22,"publisher":"IEEE","license":[{"start":{"date-parts":[[2024,10,22]],"date-time":"2024-10-22T00:00:00Z","timestamp":1729555200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,10,22]],"date-time":"2024-10-22T00:00:00Z","timestamp":1729555200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,10,22]]},"DOI":"10.1109\/aiccsa63423.2024.10912632","type":"proceedings-article","created":{"date-parts":[[2025,3,11]],"date-time":"2025-03-11T17:30:46Z","timestamp":1741714246000},"page":"1-6","source":"Crossref","is-referenced-by-count":2,"title":["Federated Learning Frameworks: A survey"],"prefix":"10.1109","author":[{"given":"Mohamed","family":"Hkima","sequence":"first","affiliation":[{"name":"University of Carthage,SERCOM Laboratory,Carthage,Tunisia,1054"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Imen","family":"Boudali","sequence":"additional","affiliation":[{"name":"University of Tunis El Manar,ISI,Tunis,Tunisia,1068"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Takoua","family":"Abdellatif","sequence":"additional","affiliation":[{"name":"University of Carthage,SERCOM Laboratory,Carthage,Tunisia,1054"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.106775"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/jiot.2020.3030072"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i12.17263"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2023.102691"},{"issue":"1","key":"ref5","doi-asserted-by":"crossref","first-page":"35","DOI":"10.3233\/IA-200075","article-title":"Federated transfer learning: concept and applications","volume":"15","author":"Saha","year":"2021","journal-title":"Intelligenza Artificiale"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3390\/e23111413"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-63076-8_17"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"102189","DOI":"10.1016\/j.inffus.2023.102189","article-title":"Federated learning for Io\u2019T devices: Enhancing TinyML with on-board training","volume":"104","author":"Ficco","year":"2024","journal-title":"Information Fusion"},{"key":"ref9","first-page":"1","article-title":"End-to-End Federated Learning for Autonomous Driving Vehicles","volume-title":"International Joint Conference on Neural Networks (IJCNN)","author":"Zhang"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"6230","DOI":"10.3390\/s20216230","article-title":"Federated Learning in Smart City Sensing: Challenges and Opportunities","volume":"20","author":"Jiang","year":"2020","journal-title":"Sensors"},{"issue":"4","key":"ref11","doi-asserted-by":"crossref","first-page":"885","DOI":"10.1007\/s10115-022-01664-x","article-title":"From distributed machine learning to federated learning: A survey","volume":"64","author":"Liu","year":"2022","journal-title":"Knowledge and Information Systems"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"2287","DOI":"10.3390\/electronics12102287","article-title":"Reviewing Federated Learning Aggregation Algorithms; Strategies, Contributions, Limitations and Future Perspectives","volume":"12","author":"Moshawrab","year":"2023","journal-title":"Electronics"},{"issue":"4","key":"ref13","doi-asserted-by":"crossref","first-page":"3347","DOI":"10.1109\/TKDE.2021.3124599","article-title":"A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection","volume":"35","author":"Li","year":"2023","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"ref14","article-title":"A review on different techniques used to combat the non-IID and heterogeneous nature of data in FL","author":"Iyer","year":"2024","journal-title":"arXiv preprint"},{"issue":"5","key":"ref15","doi-asserted-by":"crossref","first-page":"7374","DOI":"10.1109\/JIOT.2023.3329061","article-title":"Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions","volume":"11","author":"Rauniyar","year":"2024","journal-title":"IEEE Internet of Things Journal"},{"key":"ref16","doi-asserted-by":"crossref","first-page":"167","DOI":"10.3390\/s21010167","article-title":"Open-Source Federated Learning Frameworks for IoT: A Comparative Review and Analysis","volume":"21","author":"Kholod","year":"2021","journal-title":"Sensors"},{"key":"ref17","author":"Soudan","year":"2024","journal-title":"Scalability and Performance Evaluation of Federated Learning Frame-works: A Comparative Analysis"},{"key":"ref18","article-title":"When foundation model meets federated learning: Motivations, challenges, and future directions","author":"Zhuang","year":"2023","journal-title":"arXiv preprint"},{"key":"ref19","article-title":"Scatterbrained: A flexible and expandable pattern for decentralized machine learning","author":"Wilt","year":"2021","journal-title":"arXiv preprint"},{"key":"ref20","article-title":"A field guide to federated optimization","author":"Wang","year":"2021","journal-title":"arXiv preprint"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"102402","DOI":"10.1016\/j.cose.2021.102402","article-title":"Privacy preservation in federated learning: An insightful survey from the GDPR perspective","volume":"110","author":"Truong","year":"2021","journal-title":"Computers and Security"},{"key":"ref22","first-page":"11814","article-title":"Fedscale: Benchmarking model and system performance of federated learning at scale","volume-title":"International conference on machine learning","author":"Lai"}],"event":{"name":"2024 IEEE\/ACS 21st International Conference on Computer Systems and Applications (AICCSA)","location":"Sousse, Tunisia","start":{"date-parts":[[2024,10,22]]},"end":{"date-parts":[[2024,10,26]]}},"container-title":["2024 IEEE\/ACS 21st International Conference on Computer Systems and Applications (AICCSA)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/10912072\/10912519\/10912632.pdf?arnumber=10912632","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,12]],"date-time":"2025-03-12T05:33:22Z","timestamp":1741757602000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10912632\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,22]]},"references-count":22,"URL":"https:\/\/doi.org\/10.1109\/aiccsa63423.2024.10912632","relation":{},"subject":[],"published":{"date-parts":[[2024,10,22]]}}}