{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T18:20:18Z","timestamp":1771698018432,"version":"3.50.1"},"reference-count":21,"publisher":"IEEE","license":[{"start":{"date-parts":[[2024,7,8]],"date-time":"2024-07-08T00:00:00Z","timestamp":1720396800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,7,8]],"date-time":"2024-07-08T00:00:00Z","timestamp":1720396800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,7,8]]},"DOI":"10.1109\/meditcom61057.2024.10621075","type":"proceedings-article","created":{"date-parts":[[2024,8,12]],"date-time":"2024-08-12T17:26:00Z","timestamp":1723483560000},"page":"233-238","source":"Crossref","is-referenced-by-count":6,"title":["The Effect of Quantization in Federated Learning:A R\u00e9nyi Differential Privacy Perspective"],"prefix":"10.1109","author":[{"given":"Tianqu","family":"Kang","sequence":"first","affiliation":[{"name":"The Hong Kong University of Science and Technology,Dept. of ECE,Hong Kong"}]},{"given":"Lumin","family":"Liu","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology,Dept. of ECE,Hong Kong"}]},{"given":"Hengtao","family":"He","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology,Dept. of ECE,Hong Kong"}]},{"given":"Jun","family":"Zhang","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology,Dept. of ECE,Hong Kong"}]},{"given":"S. H.","family":"Song","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology,Dept. of ECE,Hong Kong"}]},{"given":"Khaled B.","family":"Letaief","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology,Dept. of ECE,Hong Kong"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Communication-Efficient Learning of Deep Networks from Decentralized Data","volume-title":"Proc. Int. Conf. Artif. Intell. Statist.","author":"McMahan"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2022.3152445"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00978"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2017.41"},{"key":"ref5","article-title":"Learning differentially private recurrent language models","volume-title":"Int. Conf. Learn. Represent.","author":"McMahan"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2020.2988575"},{"key":"ref7","article-title":"Differentially private federated learning on heterogeneous data","volume-title":"Proc. Int. Conf. Artif. Intell. Statist.","volume":"151","author":"Noble"},{"key":"ref8","article-title":"Fedpaq: A communication-efficient federated learning method with periodic averaging and quantization","volume-title":"Proc. Int. Conf. Artif. Intell. Statist.","volume":"108","author":"Reisizadeh"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2022.3190512"},{"key":"ref10","first-page":"7575","article-title":"cpsgd: communication-efficient and differentially-private distributed sgd","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Agarwal"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.29012\/jpc.784"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM54140.2023.10437593"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM48099.2022.10000632"},{"key":"ref14","volume-title":"D2p-fed: Differentially private federated learning with efficient communication","author":"Wang","year":"2021"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1561\/0400000042"},{"key":"ref16","first-page":"3329","article-title":"Distributed mean estimation with limited communication","volume-title":"Proc. Int. Conf. Mach. Learn.","volume":"70","author":"Suresh"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/CSF.2017.11"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2017.41"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/SP46214.2022.9833649"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2014.2320500"},{"key":"ref21","article-title":"Adam: A method for stochastic optimization","volume-title":"Int. Conf. Learn. Represent","author":"Kingma"}],"event":{"name":"2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","location":"Madrid, Spain","start":{"date-parts":[[2024,7,8]]},"end":{"date-parts":[[2024,7,11]]}},"container-title":["2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/10621051\/10621071\/10621075.pdf?arnumber=10621075","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,13]],"date-time":"2024-08-13T05:38:50Z","timestamp":1723527530000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10621075\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,7,8]]},"references-count":21,"URL":"https:\/\/doi.org\/10.1109\/meditcom61057.2024.10621075","relation":{},"subject":[],"published":{"date-parts":[[2024,7,8]]}}}