{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,12]],"date-time":"2025-09-12T19:44:54Z","timestamp":1757706294762,"version":"3.37.3"},"reference-count":14,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"3","license":[{"start":{"date-parts":[[2021,5,1]],"date-time":"2021-05-01T00:00:00Z","timestamp":1619827200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Comput."],"published-print":{"date-parts":[[2021,5,1]]},"DOI":"10.1109\/mic.2021.3053711","type":"journal-article","created":{"date-parts":[[2021,7,20]],"date-time":"2021-07-20T20:20:46Z","timestamp":1626812446000},"page":"6-12","source":"Crossref","is-referenced-by-count":17,"title":["Toward Distributed, Global, Deep Learning Using IoT Devices"],"prefix":"10.1109","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5906-113X","authenticated-orcid":false,"given":"Bharath","family":"Sudharsan","sequence":"first","affiliation":[{"name":"National University of Ireland Galway, Galway, Ireland"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5973-4197","authenticated-orcid":false,"given":"Pankesh","family":"Patel","sequence":"additional","affiliation":[{"name":"National University of Ireland Galway, Galway, Ireland"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5790-050X","authenticated-orcid":false,"given":"John","family":"Breslin","sequence":"additional","affiliation":[{"name":"National University of Ireland Galway, Galway, Ireland"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0674-2131","authenticated-orcid":false,"given":"Muhammad Intizar","family":"Ali","sequence":"additional","affiliation":[{"name":"Dublin City University, Dublin 9, Ireland"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3489-7429","authenticated-orcid":false,"given":"Karan","family":"Mitra","sequence":"additional","affiliation":[{"name":"Lule&#x00E5; University of Technology, Lule&#x00E5;, Sweden"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6872-8821","authenticated-orcid":false,"given":"Schahram","family":"Dustdar","sequence":"additional","affiliation":[{"name":"TU Wien, Vienna, Austria"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3597-2646","authenticated-orcid":false,"given":"Omer","family":"Rana","sequence":"additional","affiliation":[{"name":"Cardiff University, Cardiff, U.K."}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4500-3443","authenticated-orcid":false,"given":"Prem Prakash","family":"Jayaraman","sequence":"additional","affiliation":[{"name":"Swinburne University of Technology, Hawthorn, Australia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6610-1328","authenticated-orcid":false,"given":"Rajiv","family":"Ranjan","sequence":"additional","affiliation":[{"name":"Newcastle University, Newcastle upon Tyne, U.K."}]}],"member":"263","reference":[{"article-title":"D2: Decentralized training over decentralized data","year":"0","author":"tang","key":"ref10"},{"article-title":"Asynchronous decentralized parallel stochastic gradient descent","year":"0","author":"lian","key":"ref11"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ALLERTON.2016.7852343"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3398020"},{"article-title":"Toward understanding the impact of staleness in distributed machine learning","year":"0","author":"dai","key":"ref14"},{"article-title":"1-bit stochastic gradient descent and its application to data-parallel distributed training of speech DNNs.","year":"0","author":"seide","key":"ref4"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00718"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2015-354"},{"article-title":"QSGD: Communication-efficient SGD via gradient quantization and encoding","year":"0","author":"alistarh","key":"ref5"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MLHPC.2016.004"},{"article-title":"DoReFa-Net: Training low bitwidth convolutional neural networks with low bitwidth gradients","year":"0","author":"zhou","key":"ref7"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00813"},{"key":"ref1","doi-asserted-by":"crossref","DOI":"10.1145\/3410992.3411014","article-title":"Edge2train: A framework to train machine learning models (SVMS) on resource-constrained IoT edge devices","author":"sudharsan","year":"2020","journal-title":"Proc Int Conf Internet of Things"},{"article-title":"Layer Normalization","year":"0","author":"ba","key":"ref9"}],"container-title":["IEEE Internet Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/4236\/9491626\/09491849.pdf?arnumber=9491849","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,19]],"date-time":"2022-05-19T20:31:11Z","timestamp":1652992271000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9491849\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5,1]]},"references-count":14,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.1109\/mic.2021.3053711","relation":{},"ISSN":["1089-7801","1941-0131"],"issn-type":[{"type":"print","value":"1089-7801"},{"type":"electronic","value":"1941-0131"}],"subject":[],"published":{"date-parts":[[2021,5,1]]}}}