BridgeLoRA: Privacy-Preserving Collaborative Skip-Layer Connectors for Efficient Transformer Fine-Tuning at the Edge

Tietueen suppeat tiedot
dc.contributor.authorToivonen, Vilhelm
dc.contributor.authorSu, Xiang
dc.contributor.authorLiu, Xiaoli
dc.contributor.authorTarkoma, Sasu
dc.contributor.authorHui, Pan
dc.date.accessioned2026-08-17T07:36:00Z
dc.date.issued2026
dc.description.reviewstatusfi=vertaisarvioitu|en=peerReviewed|
dc.format.pagerange1125-1135
dc.identifier.citationToivonen, V., Su, X., Liu, X., Tarkoma, S., & Hui, P. (2026). BridgeLoRA: Privacy-Preserving Collaborative Skip-Layer Connectors for Efficient Transformer Fine-Tuning at the Edge. In 2026 IEEE 46th International Conference on Distributed Computing Systems (ICDCS), 1125-1135. https://doi.org/10.1109/2575-8411.2026.00111
dc.identifier.isbn979-8-3195-2979-4
dc.identifier.urihttps://osuva.uwasa.fi/handle/11111/21181
dc.identifier.urnURN:NBN:fi-fe20260817117595
dc.language.isoen
dc.publisherIEEE
dc.relation.conferenceInternational conference on distributed computing systems
dc.relation.doihttps://doi.org/10.1109/2575-8411.2026.00111
dc.relation.funderBusiness Finlandfi
dc.relation.funderBusiness Finlanden
dc.relation.funderSuomen Akatemiafi
dc.relation.funderAcademy of Finlanden
dc.relation.funderOpetus- ja kulttuuriministeriöfi
dc.relation.funderMinistry of Education and Cultureen
dc.relation.grantnumber1830/31/2025
dc.relation.grantnumberVN/3137/2024-OKM-6
dc.relation.isbn979-8-3195-2980-0
dc.relation.ispartof2026 IEEE 46th International Conference on Distributed Computing Systems (ICDCS)
dc.relation.urlhttps://doi.org/10.1109/2575-8411.2026.00111
dc.relation.urlhttps://urn.fi/URN:NBN:fi-fe20260817117595
dc.rights.copyright© 2026 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
dc.source.identifier6b9b0d7d-6b07-471e-ae43-242b96e832e4
dc.source.metadataSoleCRIS
dc.subjectCollaborative fine-tuning
dc.subjectLoRA
dc.subjectskip connections
dc.subjectprivacy-preserving machine learning
dc.subjectedge computing
dc.subject.disciplinefi=Tietotekniikka tekn|en=Information Technology tech|
dc.titleBridgeLoRA: Privacy-Preserving Collaborative Skip-Layer Connectors for Efficient Transformer Fine-Tuning at the Edge
dc.type.okmfi=A4 Vertaisarvioitu artikkeli konferenssijulkaisussa|en=A4 Article in conference proceedings (peer-reviewed)|
dc.type.publicationarticle
dc.type.versionacceptedVersion

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