{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T08:02:33Z","timestamp":1763193753756,"version":"3.45.0"},"reference-count":25,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,30]]},"DOI":"10.1109\/ijcnn64981.2025.11228913","type":"proceedings-article","created":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T18:46:15Z","timestamp":1763145975000},"page":"1-9","source":"Crossref","is-referenced-by-count":0,"title":["Osmotic Learning: A Self-Supervised Paradigm for Decentralized Contextual Data Representation"],"prefix":"10.1109","author":[{"given":"Mario","family":"Colosi","sequence":"first","affiliation":[{"name":"University of Messina,MIFT Department,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Reza","family":"Farahani","sequence":"additional","affiliation":[{"name":"University of Klagenfurt,Institute of Information Technology,Austria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria","family":"Fazio","sequence":"additional","affiliation":[{"name":"University of Messina,MIFT Department,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Radu","family":"Prodan","sequence":"additional","affiliation":[{"name":"University of Innsbruck,Department of Computer Science,Austria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Massimo","family":"Villari","sequence":"additional","affiliation":[{"name":"University of Messina,MIFT Department,Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3323932"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.53759\/9852\/JRS202301001"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-37309-2_8"},{"article-title":"PTaRL: Prototype-based Tabular Representation Learning via Space Calibration","year":"2024","author":"Ye","key":"ref4"},{"article-title":"Does Learning from Decentralized Non-IID Unlabeled Data Benefit from Self Supervision?","year":"2023","author":"Wang","key":"ref5"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/SOSE55356.2022.00021"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN54540.2023.10191086"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-024-01320-4"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2013.50"},{"article-title":"A Survey on Self-Supervised Representation Learning","year":"2023","author":"Uelwer","key":"ref10"},{"article-title":"Communication-Efficient Learning of Deep Networks from Decentralized Data","year":"2023","author":"McMahan","key":"ref11"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.60087\/jklst.vol2.n2.p384"},{"article-title":"Teacher-Student Architecture for Knowledge Distillation: A Survey","year":"2023","author":"Hu","key":"ref13"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2024.3365784"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3671454"},{"article-title":"Negative Sampling for Contrastive Representation Learning: A Review","year":"2022","author":"Xu","key":"ref16"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICCIT48885.2019.9038535"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.jai.2024.02.003"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3618295"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-023-10662-6"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3663364"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-96-6966-0_8"},{"article-title":"Task adaptive feature transformation for one-shot learning","year":"2023","author":"Ziko","key":"ref24"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-72640-4"}],"event":{"name":"2025 International Joint Conference on Neural Networks (IJCNN)","start":{"date-parts":[[2025,6,30]]},"location":"Rome, Italy","end":{"date-parts":[[2025,7,5]]}},"container-title":["2025 International Joint Conference on Neural Networks (IJCNN)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11227166\/11227148\/11228913.pdf?arnumber=11228913","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:57:43Z","timestamp":1763193463000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11228913\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,30]]},"references-count":25,"URL":"https:\/\/doi.org\/10.1109\/ijcnn64981.2025.11228913","relation":{},"subject":[],"published":{"date-parts":[[2025,6,30]]}}}