{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,8]],"date-time":"2026-09-08T05:11:51Z","timestamp":1788844311886,"version":"build-2803163510"},"reference-count":31,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"National Natural Science Foundation of China","award":["U25A20436,62202109,62202055"],"award-info":[{"award-number":["U25A20436,62202109,62202055"]}]},{"name":"Guangdong Basic and Applied Basic Research Foundation","award":["2025A1515012843"],"award-info":[{"award-number":["2025A1515012843"]}]},{"name":"Beijing Normal University","award":["312200502510"],"award-info":[{"award-number":["312200502510"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1109\/icws72778.2026.00029","type":"proceedings-article","created":{"date-parts":[[2026,9,7]],"date-time":"2026-09-07T19:21:45Z","timestamp":1788808905000},"page":"123-133","source":"Crossref","is-referenced-by-count":0,"title":["FiLA-DP: Fisher-Guided Layer Sharing for Differential Privacy in Federated Learning"],"prefix":"10.1109","author":[{"given":"Qiufen","family":"Ni","sequence":"first","affiliation":[{"name":"School of Computer Science and Technology, Guangdong University of Technology","place":["Guangzhou, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shangyuan","family":"Xie","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Guangdong University of Technology","place":["Guangzhou, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiao","family":"Dong","sequence":"additional","affiliation":[{"name":"Beijing Normal-Hong Kong Baptist University","place":["Zhuahi, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianxiong","family":"Guo","sequence":"additional","affiliation":[{"name":"Institute of AI and Future Networks, Beijing Normal University","place":["Zhuhai, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tian","family":"Wang","sequence":"additional","affiliation":[{"name":"Institute of AI and Future Networks, Beijing Normal University","place":["Zhuhai, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2024.e38137"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3390\/app12199901"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2024.127663"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2023.3318944"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-12575-6"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.52202\/075280-1808"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CSF.2017.11"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3719027.3760710"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.29012\/jpc.723"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/2976749.2978318"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3801079"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.14778\/3648160.3648164"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00988"},{"key":"ref14","first-page":"27204","article-title":"Differentially private sharpnessaware training","volume-title":"International Conference on Machine Learning","author":"Park","year":"2023"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02352"},{"key":"ref16","first-page":"17455","article-title":"Differentially private learning with adaptive clipping","volume":"34","author":"Andrew","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-023-38794-x"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.2478\/popets-2021-0008"},{"key":"ref19","article-title":"Opacus: User-friendly differential privacy library in pytorch","author":"Yousefpour","year":"2021","journal-title":"arXiv preprint"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.52202\/068431-2775"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/SLT61566.2024.10832249"},{"key":"ref22","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Artificial intelligence and statistics","author":"McMahan","year":"2017"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1561\/2200000083"},{"key":"ref24","first-page":"11814","article-title":"Fedscale: Benchmarking model and system performance of federated learning at scale","volume-title":"International conference on machine learning","author":"Lai","year":"2022"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.128"},{"issue":"5","key":"ref26","first-page":"7","article-title":"Reading digits in natural images with unsupervised feature learning","volume":"2011","author":"Netzer","year":"2011","journal-title":"NIPS workshop on deep learning and unsupervised feature learning"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref29","article-title":"Learning differentially private recurrent language models","volume-title":"International Conference on Learning Representations (ICLR)","author":"McMahan","year":"2018"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.52202\/075280-3160"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM41043.2020.9155359"}],"event":{"name":"2026 IEEE International Conference on Web Services (ICWS)","location":"Sydney, Australia","start":{"date-parts":[[2026,7,13]]},"end":{"date-parts":[[2026,7,18]]}},"container-title":["2026 IEEE International Conference on Web Services (ICWS)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11670018\/11670022\/11670073.pdf?arnumber=11670073","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,9,8]],"date-time":"2026-09-08T04:52:51Z","timestamp":1788843171000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11670073\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7]]},"references-count":31,"URL":"https:\/\/doi.org\/10.1109\/icws72778.2026.00029","relation":{},"subject":[],"published":{"date-parts":[[2026,7]]}}}