{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T16:42:47Z","timestamp":1764693767592,"version":"3.46.0"},"publisher-location":"New York, NY, USA","reference-count":12,"publisher":"ACM","funder":[{"DOI":"10.13039\/501100002341","name":"Academy of Finland","doi-asserted-by":"publisher","award":["339614"],"award-info":[{"award-number":["339614"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,11,4]]},"DOI":"10.1145\/3737898.3769042","type":"proceedings-article","created":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T16:39:29Z","timestamp":1764693569000},"page":"13-16","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["The Early Prune Catches the Model: Enhancing CNN Training Efficiency with Early-Epoch Pruning"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0001-5259-6331","authenticated-orcid":false,"given":"Musfira","family":"Khan","sequence":"first","affiliation":[{"name":"University of Helsinki Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6481-3559","authenticated-orcid":false,"given":"Agustin","family":"Zuniga","sequence":"additional","affiliation":[{"name":"University of Helsinki Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4220-3650","authenticated-orcid":false,"given":"Sasu","family":"Tarkoma","sequence":"additional","affiliation":[{"name":"University of Helsinki Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8262-6434","authenticated-orcid":false,"given":"Petteri","family":"Nurmi","sequence":"additional","affiliation":[{"name":"University of Helsinki Helsinki, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,12,2]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.298"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2019.00447"},{"key":"e_1_3_2_1_3_1","volume-title":"Winning the lottery ahead of time: Efficient early network pruning","author":"Rachwan J.","year":"2022","unstructured":"J. Rachwan, D. Z\u00fcgner, B. Charpentier, S. Geisler, M. Ayle, and S. G\u00fcnnemann, \u201cWinning the lottery ahead of time: Efficient early network pruning,\u201d Jun. 2022. [Online]. Available: https:\/\/arxiv.org\/abs\/2206.10451"},{"key":"e_1_3_2_1_4_1","volume-title":"SNIP: Single-shot network pruning based on connection sensitivity","author":"Lee N.","year":"2018","unstructured":"N. Lee, T. Ajanthan, and P. H. S. Torr, \u201cSNIP: Single-shot network pruning based on connection sensitivity,\u201d Oct. 2018. [Online]. Available: https:\/\/arxiv.org\/abs\/1810.02340"},{"key":"e_1_3_2_1_5_1","volume-title":"Drawing Early-Bird tickets: Towards more efficient training of deep networks","author":"You H.","year":"2019","unstructured":"H. You, C. Li, P. Xu, Y. Fu, Y. Wang, X. Chen, R. G. Baraniuk, Z. Wang, and Y. C. Lin, \u201cDrawing Early-Bird tickets: Towards more efficient training of deep networks,\u201d Sep. 2019. [Online]. Available: https:\/\/arxiv.org\/abs\/1909.11957"},{"key":"e_1_3_2_1_6_1","volume-title":"Pruning convolutional neural networks for resource efficient inference","author":"Molchanov P.","year":"2016","unstructured":"P. Molchanov, S. Tyree, T. Karras, T. Aila, and J. Kautz, \u201cPruning convolutional neural networks for resource efficient inference,\u201d Nov. 2016. [Online]. Available: https:\/\/arxiv.org\/abs\/1611.06440"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICMTMA54903.2022.00197"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.01152"},{"key":"e_1_3_2_1_9_1","volume-title":"Picking winning tickets before training by preserving gradient flow","author":"Wang C.","year":"2020","unstructured":"C. Wang, G. Zhang, and R. Grosse, \u201cPicking winning tickets before training by preserving gradient flow,\u201d Feb. 2020. [Online]. Available: https:\/\/arxiv.org\/abs\/2002.07376"},{"key":"e_1_3_2_1_10_1","volume-title":"The lottery ticket hypothesis: Finding sparse, trainable neural networks","author":"Frankle J.","year":"2018","unstructured":"J. Frankle and M. Carbin, \u201cThe lottery ticket hypothesis: Finding sparse, trainable neural networks,\u201d Mar. 2018. [Online]. Available: https:\/\/arxiv.org\/abs\/1803.03635"},{"key":"e_1_3_2_1_11_1","first-page":"815","volume-title":"Jan. 2018","author":"He Y.","year":"1802","unstructured":"Y. He, J. Lin, Z. Liu, H. Wang, L.-J. Li, and S. Han, AMC: AutoML for model Compression and Acceleration on mobile devices, Jan. 2018, p. 815--832. [Online]. Available: https:\/\/arxiv.org\/abs\/1802.03494"},{"key":"e_1_3_2_1_12_1","volume-title":"NetAdapt: Platform-aware neural network adaptation for mobile applications","author":"Yang T.-J.","year":"2018","unstructured":"T.-J. Yang, A. Howard, B. Chen, X. Zhang, A. Go, M. Sandler, V. Sze, and H. Adam, \u201cNetAdapt: Platform-aware neural network adaptation for mobile applications,\u201d Apr. 2018. [Online]. Available: https:\/\/arxiv.org\/abs\/1804.03230"}],"event":{"name":"ACM MobiCom '25: The 31st Annual International Conference on Mobile Computing and Networking","location":"Hong Kong China","acronym":"S3 '25","sponsor":["SIGMOBILE ACM Special Interest Group on Mobility of Systems, Users, Data and Computing"]},"container-title":["Proceedings of the 16th ACM Workshop on Wireless of the Students, by the Students, for the Students"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3737898.3769042","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T16:39:32Z","timestamp":1764693572000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3737898.3769042"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,4]]},"references-count":12,"alternative-id":["10.1145\/3737898.3769042","10.1145\/3737898"],"URL":"https:\/\/doi.org\/10.1145\/3737898.3769042","relation":{},"subject":[],"published":{"date-parts":[[2025,11,4]]},"assertion":[{"value":"2025-12-02","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}