Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313042257> ?p ?o ?g. }
Showing items 1 to 70 of
70
with 100 items per page.
- W4313042257 endingPage "346" @default.
- W4313042257 startingPage "332" @default.
- W4313042257 abstract "With advances of deep learning models, Artificial Intelligence (AI) has been applied into various fields to aid human. Some domains where sensitive data with privacy concerns are pivotal, for example medical care, are no exception. Dealing with that, a private learning framework satisfying differential privacy - a gold standard to protect privacy, namely Private Aggregation of Teacher Ensembles (PATE) has gained popularity. However, this framework needs to train a large number of models in disjoint private training datasets, thereby in plethora of cases, it can not be leveraged. In this paper, we propose pPATE - a pragmatical framework that is based on PATE but it uses a sparse vector technique to achieve differential privacy and demonstrate that with small manual efforts of human (expert) in the development loop, our solution can train privacy-preserving models that have approximate accuracy as ground-truth models. Moreover, we extend PATE framework pragmatically in a distributed setting so that it not only aggregates privately but also secures confidentiality and privacy when multi-parties collaborate." @default.
- W4313042257 created "2023-01-06" @default.
- W4313042257 creator A5021509633 @default.
- W4313042257 creator A5029072011 @default.
- W4313042257 date "2022-01-01" @default.
- W4313042257 modified "2023-10-14" @default.
- W4313042257 title "pPATE: A Pragmatic Private Aggregation of Teacher Ensembles Framework by Sparse Vector Technique Based Differential Privacy, Paillier Cryptosystem and Human-in-the-loop" @default.
- W4313042257 cites W2027595342 @default.
- W4313042257 cites W2053637704 @default.
- W4313042257 cites W2088492763 @default.
- W4313042257 cites W2101771965 @default.
- W4313042257 cites W2132172731 @default.
- W4313042257 cites W2473418344 @default.
- W4313042257 cites W2941564988 @default.
- W4313042257 cites W3013016060 @default.
- W4313042257 cites W3048123939 @default.
- W4313042257 cites W3132328672 @default.
- W4313042257 doi "https://doi.org/10.1007/978-981-19-8069-5_22" @default.
- W4313042257 hasPublicationYear "2022" @default.
- W4313042257 type Work @default.
- W4313042257 citedByCount "0" @default.
- W4313042257 crossrefType "book-chapter" @default.
- W4313042257 hasAuthorship W4313042257A5021509633 @default.
- W4313042257 hasAuthorship W4313042257A5029072011 @default.
- W4313042257 hasConcept C124101348 @default.
- W4313042257 hasConcept C154945302 @default.
- W4313042257 hasConcept C17744445 @default.
- W4313042257 hasConcept C178489894 @default.
- W4313042257 hasConcept C199539241 @default.
- W4313042257 hasConcept C23130292 @default.
- W4313042257 hasConcept C2780586970 @default.
- W4313042257 hasConcept C38652104 @default.
- W4313042257 hasConcept C41008148 @default.
- W4313042257 hasConcept C6295992 @default.
- W4313042257 hasConcept C66989864 @default.
- W4313042257 hasConcept C71745522 @default.
- W4313042257 hasConcept C73468433 @default.
- W4313042257 hasConcept C80444323 @default.
- W4313042257 hasConceptScore W4313042257C124101348 @default.
- W4313042257 hasConceptScore W4313042257C154945302 @default.
- W4313042257 hasConceptScore W4313042257C17744445 @default.
- W4313042257 hasConceptScore W4313042257C178489894 @default.
- W4313042257 hasConceptScore W4313042257C199539241 @default.
- W4313042257 hasConceptScore W4313042257C23130292 @default.
- W4313042257 hasConceptScore W4313042257C2780586970 @default.
- W4313042257 hasConceptScore W4313042257C38652104 @default.
- W4313042257 hasConceptScore W4313042257C41008148 @default.
- W4313042257 hasConceptScore W4313042257C6295992 @default.
- W4313042257 hasConceptScore W4313042257C66989864 @default.
- W4313042257 hasConceptScore W4313042257C71745522 @default.
- W4313042257 hasConceptScore W4313042257C73468433 @default.
- W4313042257 hasConceptScore W4313042257C80444323 @default.
- W4313042257 hasLocation W43130422571 @default.
- W4313042257 hasOpenAccess W4313042257 @default.
- W4313042257 hasPrimaryLocation W43130422571 @default.
- W4313042257 hasRelatedWork W2029355506 @default.
- W4313042257 hasRelatedWork W2031394416 @default.
- W4313042257 hasRelatedWork W2267675711 @default.
- W4313042257 hasRelatedWork W2355323776 @default.
- W4313042257 hasRelatedWork W2357964614 @default.
- W4313042257 hasRelatedWork W2474336657 @default.
- W4313042257 hasRelatedWork W2914190734 @default.
- W4313042257 hasRelatedWork W3032578772 @default.
- W4313042257 hasRelatedWork W3081077720 @default.
- W4313042257 hasRelatedWork W4313042257 @default.
- W4313042257 isParatext "false" @default.
- W4313042257 isRetracted "false" @default.
- W4313042257 workType "book-chapter" @default.