{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,23]],"date-time":"2025-08-23T19:10:01Z","timestamp":1755976201874,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":16,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,12,11]],"date-time":"2023-12-11T00:00:00Z","timestamp":1702252800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,12,11]]},"DOI":"10.1145\/3631295.3631399","type":"proceedings-article","created":{"date-parts":[[2023,11,24]],"date-time":"2023-11-24T12:05:18Z","timestamp":1700827518000},"page":"36-41","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Leveraging Intra-Function Parallelism in Serverless Machine Learning"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2009-4054","authenticated-orcid":false,"given":"Ionut","family":"Predoaia","sequence":"first","affiliation":[{"name":"University of York, York, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9848-1492","authenticated-orcid":false,"given":"Pedro","family":"Garc\u00eda-L\u00f3pez","sequence":"additional","affiliation":[{"name":"Universitat Rovira i Virgili, Tarragona, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,12,11]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2022.10.038"},{"key":"e_1_3_2_1_2_1","volume-title":"Serverless on Machine Learning: A Systematic Mapping Study","author":"Barrak Amine","year":"2022","unstructured":"Amine Barrak, Fabio Petrillo, and Fehmi Jaafar. 2022. Serverless on Machine Learning: A Systematic Mapping Study. IEEE Access (2022)."},{"key":"e_1_3_2_1_3_1","volume-title":"Workshop on Systems for ML and Open Source Software at NeurIPS","volume":"2018","author":"Carreira Joao","year":"2018","unstructured":"Joao Carreira, Pedro Fonseca, Alexey Tumanov, Andrew Zhang, and Randy Katz. 2018. A Case for Serverless Machine Learning. In Workshop on Systems for ML and Open Source Software at NeurIPS, Vol. 2018. 2--8."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3357223.3362711"},{"key":"e_1_3_2_1_5_1","volume-title":"Eizaguirre and Marc S\u00e1nchez-Artigas","author":"Germ\u00e1n","year":"2023","unstructured":"Germ\u00e1n T. Eizaguirre and Marc S\u00e1nchez-Artigas. 2023. A Seer Knows Best: Auto-tuned Object Storage Shuffling for Serverless Analytics. J. Parallel and Distrib. Comput. (2023), 104763."},{"key":"e_1_3_2_1_6_1","unstructured":"Python Software Foundation. 2023. Python Multithreading without GIL. [Online]. Available: https:\/\/github.com\/colesbury\/nogil."},{"key":"e_1_3_2_1_7_1","volume-title":"Fog Robotics Algorithms for Distributed Motion Planning Using Lambda Serverless Computing. In 2020 IEEE International Conference on Robotics and Automation (ICRA). IEEE, 4232--4238","author":"Ichnowski Jeffrey","year":"2020","unstructured":"Jeffrey Ichnowski, William Lee, Victor Murta, Samuel Paradis, Ron Alterovitz, Joseph E. Gonzalez, Ion Stoica, and Ken Goldberg. 2020. Fog Robotics Algorithms for Distributed Motion Planning Using Lambda Serverless Computing. In 2020 IEEE International Conference on Robotics and Automation (ICRA). IEEE, 4232--4238."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3448016.3459240"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3357223.3362709"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3493651.3493672"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2022.3166553"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3318464.3389758"},{"key":"e_1_3_2_1_13_1","volume-title":"Outsourcing Data Processing Jobs With Lithops","author":"Samp\u00e9 Josep","year":"2021","unstructured":"Josep Samp\u00e9, Marc S\u00e1nchez-Artigas, Gil Vernik, Ido Yehekzel, and Pedro Garc\u00eda-L\u00f3pez. 2021. Outsourcing Data Processing Jobs With Lithops. IEEE Transactions on Cloud Computing (2021)."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"crossref","unstructured":"Pablo Gimeno Sarroca and Marc S\u00e1nchez-Artigas. 2023. MLLess: Achieving Cost Efficiency in Serverless Machine Learning Training. J. Parallel and Distrib. Comput. (2023) 104764.","DOI":"10.1016\/j.jpdc.2023.104764"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737391"},{"key":"e_1_3_2_1_16_1","volume-title":"StepConf: SLO-Aware Dynamic Resource Configuration for Serverless Function Workflows. In IEEE INFOCOM 2022-IEEE Conference on Computer Communications. IEEE","author":"Wen Zhaojie","year":"2022","unstructured":"Zhaojie Wen, Yishuo Wang, and Fangming Liu. 2022. StepConf: SLO-Aware Dynamic Resource Configuration for Serverless Function Workflows. In IEEE INFOCOM 2022-IEEE Conference on Computer Communications. IEEE, 1868--1877."}],"event":{"name":"Middleware '23: 24th International Middleware Conference","sponsor":["ACM Association for Computing Machinery","IFIP International Federation for Information Processing"],"location":"Bologna Italy","acronym":"Middleware '23"},"container-title":["Proceedings of the 9th International Workshop on Serverless Computing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3631295.3631399","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3631295.3631399","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,23]],"date-time":"2025-08-23T18:40:41Z","timestamp":1755974441000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3631295.3631399"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,11]]},"references-count":16,"alternative-id":["10.1145\/3631295.3631399","10.1145\/3631295"],"URL":"https:\/\/doi.org\/10.1145\/3631295.3631399","relation":{},"subject":[],"published":{"date-parts":[[2023,12,11]]},"assertion":[{"value":"2023-12-11","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}