{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T05:56:27Z","timestamp":1781675787700,"version":"3.54.5"},"reference-count":25,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,4,23]],"date-time":"2026-04-23T00:00:00Z","timestamp":1776902400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,4,23]],"date-time":"2026-04-23T00:00:00Z","timestamp":1776902400000},"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":[[2026,4,23]]},"DOI":"10.1109\/iwbf68042.2026.11558152","type":"proceedings-article","created":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T19:42:35Z","timestamp":1781638955000},"page":"1-6","source":"Crossref","is-referenced-by-count":0,"title":["Interpreting SSL Representations for Spoof Detection: A WavLM Study"],"prefix":"10.1109","author":[{"given":"Mohamed","family":"Mallat","sequence":"first","affiliation":[{"name":"EURECOM,Sophia Antipolis,France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michele","family":"Panariello","sequence":"additional","affiliation":[{"name":"EURECOM,Sophia Antipolis,France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Massimiliano","family":"Todisco","sequence":"additional","affiliation":[{"name":"EURECOM,Sophia Antipolis,France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nicholas","family":"Evans","sequence":"additional","affiliation":[{"name":"EURECOM,Sophia Antipolis,France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anthony","family":"Larcher","sequence":"additional","affiliation":[{"name":"Universit&#x00E9; du Mans, Le Mans,France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.21437\/asvspoof.2024-1"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2024-1345"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.21437\/ASVSPOOF.2021-9"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2022.3188113"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2025.101825"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP43922.2022.9747766"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2023-1820"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.21437\/ASVspoof.2024-11"},{"key":"ref9","article-title":"SLIM: Style-linguistics mismatch model for generalized audio deepfake detection","volume-title":"Proc. NeurIPS","author":"Zhu","year":"2024"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.21437\/Odyssey.2022-14"},{"key":"ref11","article-title":"wav2vec 2.0: A framework for self-supervised learning of speech representations","volume-title":"Proc. NeurIPS","author":"Baevski","year":"2020"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP43922.2022.9746213"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/asru51503.2021.9688093"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP49357.2023.10096149"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2025-1543"},{"key":"ref16","article-title":"SVCCA: Singular vector canonical correlation analysis for deep learning dynamics and interpretability","volume-title":"Proc. NeurIPS","author":"Raghu","year":"2017"},{"key":"ref17","article-title":"Insights on representational similarity in neural networks with canonical correlation","volume-title":"Proc. NeurIPS","author":"Morcos","year":"2018"},{"key":"ref18","article-title":"Pitch imperfect: Detecting audio deepfakes through acoustic prosodic analysis","author":"Warren","year":"2025","journal-title":"arXiv preprint"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW63382.2024.00444"},{"key":"ref20","article-title":"Forensic deepfake audio detection using segmental speech features","author":"Borrelli","year":"2025","journal-title":"Forensic Science International"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2015-472"},{"key":"ref22","article-title":"ASVspoof 5 evaluation plan","author":"Wang","year":"2024","journal-title":"ASVspoof Consortium, Tech. Rep."},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2023-703"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.21437\/ASVspoof.2024-14"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1214\/08-AOAS165"}],"event":{"name":"2026 14th International Workshop on Biometrics and Forensics (IWBF)","location":"Sophia Antipolis, France","start":{"date-parts":[[2026,4,23]]},"end":{"date-parts":[[2026,4,24]]}},"container-title":["2026 14th International Workshop on Biometrics and Forensics (IWBF)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11558119\/11558139\/11558152.pdf?arnumber=11558152","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T05:34:55Z","timestamp":1781674495000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11558152\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,23]]},"references-count":25,"URL":"https:\/\/doi.org\/10.1109\/iwbf68042.2026.11558152","relation":{},"subject":[],"published":{"date-parts":[[2026,4,23]]}}}