{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T15:57:45Z","timestamp":1782835065948,"version":"3.54.5"},"reference-count":48,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2025,2,1]],"date-time":"2025-02-01T00:00:00Z","timestamp":1738368000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,2,1]],"date-time":"2025-02-01T00:00:00Z","timestamp":1738368000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,2,1]],"date-time":"2025-02-01T00:00:00Z","timestamp":1738368000000},"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","award":["62173315"],"award-info":[{"award-number":["62173315"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62101525"],"award-info":[{"award-number":["62101525"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62341113"],"award-info":[{"award-number":["62341113"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62201543"],"award-info":[{"award-number":["62201543"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U23A20275"],"award-info":[{"award-number":["U23A20275"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"China Environment for Network Innovations","award":["2016-000052-73-01-000515"],"award-info":[{"award-number":["2016-000052-73-01-000515"]}]},{"DOI":"10.13039\/501100003995","name":"Natural Science Foundation of Anhui Province","doi-asserted-by":"publisher","award":["2408085MF165"],"award-info":[{"award-number":["2408085MF165"]}],"id":[{"id":"10.13039\/501100003995","id-type":"DOI","asserted-by":"publisher"}]},{"name":"National Key R&#x0026;D Program of China","award":["2024YDLN0004"],"award-info":[{"award-number":["2024YDLN0004"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Parallel Distrib. Syst."],"published-print":{"date-parts":[[2025,2]]},"DOI":"10.1109\/tpds.2024.3506588","type":"journal-article","created":{"date-parts":[[2024,11,27]],"date-time":"2024-11-27T19:45:39Z","timestamp":1732736739000},"page":"150-167","source":"Crossref","is-referenced-by-count":5,"title":["Joint Dynamic Data and Model Parallelism for Distributed Training of DNNs Over Heterogeneous Infrastructure"],"prefix":"10.1109","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-5022-7256","authenticated-orcid":false,"given":"Zhi","family":"Ling","sequence":"first","affiliation":[{"name":"Department of Automation, University of Science and Technology of China, Hefei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7595-2397","authenticated-orcid":false,"given":"Xiaofeng","family":"Jiang","sequence":"additional","affiliation":[{"name":"Department of Automation, University of Science and Technology of China, Hefei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7489-2839","authenticated-orcid":false,"given":"Xiaobin","family":"Tan","sequence":"additional","affiliation":[{"name":"Department of Automation, University of Science and Technology of China, Hefei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9963-019X","authenticated-orcid":false,"given":"Huasen","family":"He","sequence":"additional","affiliation":[{"name":"Department of Automation, University of Science and Technology of China, Hefei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shiyin","family":"Zhu","sequence":"additional","affiliation":[{"name":"New H3C Technologies Company, Ltd., Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7329-4738","authenticated-orcid":false,"given":"Jian","family":"Yang","sequence":"additional","affiliation":[{"name":"Department of Automation, University of Science and Technology of China, Hefei, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.4108\/airo.v1i.19"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICPECA53709.2022.9718847"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.05.103"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijcce.2022.01.003"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN55064.2022.9891914"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2020.3003307"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/HiPC.2018.00011"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2021.3062721"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2020.3026619"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/MM.2019.2935967"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2020.3040601"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3448016.3452773"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3035918.3035933"},{"key":"ref14","first-page":"1","article-title":"Pollux: Co-adaptive cluster scheduling for goodput-optimized deep learning","volume-title":"Proc. 15th USENIX Symp. Operating Syst. Des. Implementation","author":"Qiao"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8486422"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2022.3144614"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.2200\/s00271ed1v01y201006cnt007"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.5555\/2685048.2685095"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3299869.3314038"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS.2019.00150"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1002\/int.23060"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3267809.3275463"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2020.3027338"},{"key":"ref24","first-page":"1","article-title":"Optimal workload scheduling algorithm for data-parallel applications on heterogeneous platforms based on dynamic programming","author":"Pilla","year":"2022"},{"key":"ref25","first-page":"103","article-title":"GPipe: Efficient training of giant neural networks using pipeline parallelism","volume-title":"Proc. Int. Conf. Neural Inf. Process. Syst.","author":"Huang"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3341301.3359646"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CLUSTER51413.2022.00042"},{"key":"ref28","article-title":"Sky computing: Accelerating geo-distributed computing in federated learning","author":"Zhu","year":"2022"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2021.3094364"},{"key":"ref30","article-title":"Unifying data, model and hybrid parallelism in deep learning via tensor tiling","author":"Wang","year":"2018"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3437801.3441593"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/OJCOMS.2020.2994737"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2023.3247883"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2023.3247001"},{"key":"ref35","article-title":"Megatron-LM: Training multi-billion parameter language models using model parallelism","author":"Shoeybi","year":"2019"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2023.3343570"},{"issue":"1","key":"ref37","first-page":"165","article-title":"Optimal distributed online prediction using mini-batches","volume":"13","author":"Dekel","year":"2012","journal-title":"J. Mach. Learn. Res."},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2019.2921977"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2018.1700202"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-12423-5_14"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2023.3266110"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2934002"},{"key":"ref43","article-title":"PS-Lite: A lightweight parameter server interface","year":"2016"},{"key":"ref44","article-title":"pybind11 \u2014 seamless operability between C++11 and Python","author":"Jakob","year":"2017"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01548"},{"key":"ref47","article-title":"BERT: Pre-training of deep bidirectional transformers for language understanding","author":"Devlin","year":"2018"},{"issue":"8","key":"ref48","article-title":"Language models are unsupervised multitask learners","volume":"1","author":"Radford","year":"2019","journal-title":"OpenAI Blog"}],"container-title":["IEEE Transactions on Parallel and Distributed Systems"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/71\/10795769\/10767392.pdf?arnumber=10767392","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,12,13]],"date-time":"2024-12-13T18:59:20Z","timestamp":1734116360000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10767392\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,2]]},"references-count":48,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tpds.2024.3506588","relation":{},"ISSN":["1045-9219","1558-2183","2161-9883"],"issn-type":[{"value":"1045-9219","type":"print"},{"value":"1558-2183","type":"electronic"},{"value":"2161-9883","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,2]]}}}