Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287643863> ?p ?o ?g. }
Showing items 1 to 88 of
88
with 100 items per page.
- W4287643863 abstract "Differentially Private Federated Learning (DPFL) is an emerging field with many applications. Gradient averaging based DPFL methods require costly communication rounds and hardly work with large-capacity models, due to the explicit dimension dependence in its added noise. In this work, inspired by knowledge transfer non-federated privacy learning from Papernot et al.(2017; 2018), we design two new DPFL schemes, by voting among the data labels returned from each local model, instead of averaging the gradients, which avoids the dimension dependence and significantly reduces the communication cost. Theoretically, by applying secure multi-party computation, we could exponentially amplify the (data-dependent) privacy guarantees when the margin of the voting scores are large. Extensive experiments show that our approaches significantly improve the privacy-utility trade-off over the state-of-the-arts in DPFL." @default.
- W4287643863 created "2022-07-25" @default.
- W4287643863 creator A5002831074 @default.
- W4287643863 creator A5005331673 @default.
- W4287643863 creator A5048050496 @default.
- W4287643863 creator A5059431735 @default.
- W4287643863 creator A5068557246 @default.
- W4287643863 creator A5088619248 @default.
- W4287643863 creator A5088670368 @default.
- W4287643863 date "2020-10-09" @default.
- W4287643863 modified "2023-10-18" @default.
- W4287643863 title "Voting-based Approaches For Differentially Private Federated Learning" @default.
- W4287643863 hasPublicationYear "2020" @default.
- W4287643863 type Work @default.
- W4287643863 citedByCount "0" @default.
- W4287643863 crossrefType "posted-content" @default.
- W4287643863 hasAuthorship W4287643863A5002831074 @default.
- W4287643863 hasAuthorship W4287643863A5005331673 @default.
- W4287643863 hasAuthorship W4287643863A5048050496 @default.
- W4287643863 hasAuthorship W4287643863A5059431735 @default.
- W4287643863 hasAuthorship W4287643863A5068557246 @default.
- W4287643863 hasAuthorship W4287643863A5088619248 @default.
- W4287643863 hasAuthorship W4287643863A5088670368 @default.
- W4287643863 hasBestOaLocation W42876438631 @default.
- W4287643863 hasConcept C11413529 @default.
- W4287643863 hasConcept C115961682 @default.
- W4287643863 hasConcept C119857082 @default.
- W4287643863 hasConcept C124101348 @default.
- W4287643863 hasConcept C127413603 @default.
- W4287643863 hasConcept C150899416 @default.
- W4287643863 hasConcept C154945302 @default.
- W4287643863 hasConcept C17744445 @default.
- W4287643863 hasConcept C18762648 @default.
- W4287643863 hasConcept C199539241 @default.
- W4287643863 hasConcept C202444582 @default.
- W4287643863 hasConcept C23130292 @default.
- W4287643863 hasConcept C2992525071 @default.
- W4287643863 hasConcept C33676613 @default.
- W4287643863 hasConcept C33923547 @default.
- W4287643863 hasConcept C41008148 @default.
- W4287643863 hasConcept C45374587 @default.
- W4287643863 hasConcept C520049643 @default.
- W4287643863 hasConcept C774472 @default.
- W4287643863 hasConcept C78519656 @default.
- W4287643863 hasConcept C80444323 @default.
- W4287643863 hasConcept C94625758 @default.
- W4287643863 hasConcept C9652623 @default.
- W4287643863 hasConcept C99498987 @default.
- W4287643863 hasConceptScore W4287643863C11413529 @default.
- W4287643863 hasConceptScore W4287643863C115961682 @default.
- W4287643863 hasConceptScore W4287643863C119857082 @default.
- W4287643863 hasConceptScore W4287643863C124101348 @default.
- W4287643863 hasConceptScore W4287643863C127413603 @default.
- W4287643863 hasConceptScore W4287643863C150899416 @default.
- W4287643863 hasConceptScore W4287643863C154945302 @default.
- W4287643863 hasConceptScore W4287643863C17744445 @default.
- W4287643863 hasConceptScore W4287643863C18762648 @default.
- W4287643863 hasConceptScore W4287643863C199539241 @default.
- W4287643863 hasConceptScore W4287643863C202444582 @default.
- W4287643863 hasConceptScore W4287643863C23130292 @default.
- W4287643863 hasConceptScore W4287643863C2992525071 @default.
- W4287643863 hasConceptScore W4287643863C33676613 @default.
- W4287643863 hasConceptScore W4287643863C33923547 @default.
- W4287643863 hasConceptScore W4287643863C41008148 @default.
- W4287643863 hasConceptScore W4287643863C45374587 @default.
- W4287643863 hasConceptScore W4287643863C520049643 @default.
- W4287643863 hasConceptScore W4287643863C774472 @default.
- W4287643863 hasConceptScore W4287643863C78519656 @default.
- W4287643863 hasConceptScore W4287643863C80444323 @default.
- W4287643863 hasConceptScore W4287643863C94625758 @default.
- W4287643863 hasConceptScore W4287643863C9652623 @default.
- W4287643863 hasConceptScore W4287643863C99498987 @default.
- W4287643863 hasLocation W42876438631 @default.
- W4287643863 hasOpenAccess W4287643863 @default.
- W4287643863 hasPrimaryLocation W42876438631 @default.
- W4287643863 hasRelatedWork W10763751 @default.
- W4287643863 hasRelatedWork W10944326 @default.
- W4287643863 hasRelatedWork W11792228 @default.
- W4287643863 hasRelatedWork W13093665 @default.
- W4287643863 hasRelatedWork W2466795 @default.
- W4287643863 hasRelatedWork W3594516 @default.
- W4287643863 hasRelatedWork W7303821 @default.
- W4287643863 hasRelatedWork W8261117 @default.
- W4287643863 hasRelatedWork W9043603 @default.
- W4287643863 hasRelatedWork W9921517 @default.
- W4287643863 isParatext "false" @default.
- W4287643863 isRetracted "false" @default.
- W4287643863 workType "article" @default.