{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T17:35:10Z","timestamp":1785605710256,"version":"3.56.0"},"reference-count":28,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,5,19]],"date-time":"2025-05-19T00:00:00Z","timestamp":1747612800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,5,19]],"date-time":"2025-05-19T00:00:00Z","timestamp":1747612800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001665","name":"Agence Nationale de la Recherche","doi-asserted-by":"publisher","award":["ANR-23-PECL0007"],"award-info":[{"award-number":["ANR-23-PECL0007"]}],"id":[{"id":"10.13039\/501100001665","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,5,19]]},"DOI":"10.1109\/ccgrid64434.2025.00054","type":"proceedings-article","created":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T17:36:08Z","timestamp":1751304968000},"page":"185-194","source":"Crossref","is-referenced-by-count":2,"title":["On the Reproducibility Challenges of Federated Learning: Investigating the Gap Between Simulation, Emulation and Real-World Deployments"],"prefix":"10.1109","author":[{"given":"C\u00e9dric","family":"Prigent","sequence":"first","affiliation":[{"name":"University of Rennes, Inria, CNRS, IRISA,Rennes,France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kate","family":"Keahey","sequence":"additional","affiliation":[{"name":"Argonne National Laboratory,Lemont,Illinois,USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexandru","family":"Costan","sequence":"additional","affiliation":[{"name":"University of Rennes, Inria, CNRS, IRISA,Rennes,France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lo\u00efc","family":"Cudennec","sequence":"additional","affiliation":[{"name":"DGA Maîtrise de l'Information,Rennes,France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gabriel","family":"Antoniu","sequence":"additional","affiliation":[{"name":"University of Rennes, Inria, CNRS, IRISA,Rennes,France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1602.05629"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1145\/3501296"},{"key":"ref3","author":"Hard","year":"2018","journal-title":"Federated learning for mobile keyboard prediction"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP39728.2021.9413397"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpdc.2022.04.004"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2024.06.043"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3390\/fi11030055"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.3390\/s24165149"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3603166.3632545"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/SRDS51746.2020.00017"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3485730.3493444"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3390\/fi15110358"},{"key":"ref13","article-title":"Where to begin? on the impact of pre-training and initialization in federated learning","author":"Nguyen","year":"2023","journal-title":"in ICLR"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3390\/iot3020016"},{"key":"ref15","article-title":"Flower: A friendly federated learning research framework","author":"Beutel","year":"2020","journal-title":"arXiv preprint"},{"key":"ref16","doi-asserted-by":"crossref","DOI":"10.1145\/3477114.3488760","article-title":"FedScale: Benchmarking model and system performance of federated learning at scale","volume-title":"International Conference on Machine Learning (ICML)","author":"Lai"},{"key":"ref17","article-title":"FedJAX: Federated learning simulation with JAX","author":"Ro","year":"2021","journal-title":"arXiv preprint"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3250275"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CLUSTER49012.2020.00028"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/3274784.3274786"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1126\/scitranslmed.abb1655"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3510003.3510163"},{"key":"ref23","year":"2024","journal-title":"Ambiant (outdoor) air pollution"},{"key":"ref24","year":"2024","journal-title":"Real-time air quality monitoring by purpleair"},{"key":"ref25","first-page":"12","article-title":"Chameleon@Edge Community Workshop Report","author":"Keahey","year":"2021","journal-title":"University of Chicago, Tech. Rep."},{"key":"ref26","first-page":"219","article-title":"Lessons learned from the chameleon testbed","volume-title":"2020 USENIX Annual Technical Conference (USENIX ATC 20)","author":"Keahey"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/GRID.2005.1542730"},{"key":"ref28","volume-title":"FL Simulation Performance Evaluation","author":"Prigent"}],"event":{"name":"2025 IEEE 25th International Symposium on Cluster, Cloud and Internet Computing (CCGrid)","location":"Troms\u00f8, Norway","start":{"date-parts":[[2025,5,19]]},"end":{"date-parts":[[2025,5,22]]}},"container-title":["2025 IEEE 25th International Symposium on Cluster, Cloud and Internet Computing (CCGrid)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11044421\/11044790\/11044821.pdf?arnumber=11044821","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T06:02:37Z","timestamp":1751349757000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11044821\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,19]]},"references-count":28,"URL":"https:\/\/doi.org\/10.1109\/ccgrid64434.2025.00054","relation":{},"subject":[],"published":{"date-parts":[[2025,5,19]]}}}