Matches in SemOpenAlex for { <https://semopenalex.org/work/W4308672549> ?p ?o ?g. }
Showing items 1 to 68 of
68
with 100 items per page.
- W4308672549 abstract "Differentially private data generation techniques have become a promising solution to the data privacy challenge -- it enables sharing of data while complying with rigorous privacy guarantees, which is essential for scientific progress in sensitive domains. Unfortunately, restricted by the inherent complexity of modeling high-dimensional distributions, existing private generative models are struggling with the utility of synthetic samples. In contrast to existing works that aim at fitting the complete data distribution, we directly optimize for a small set of samples that are representative of the distribution under the supervision of discriminative information from downstream tasks, which is generally an easier task and more suitable for private training. Our work provides an alternative view for differentially private generation of high-dimensional data and introduces a simple yet effective method that greatly improves the sample utility of state-of-the-art approaches." @default.
- W4308672549 created "2022-11-14" @default.
- W4308672549 creator A5003887059 @default.
- W4308672549 creator A5073096931 @default.
- W4308672549 creator A5077770549 @default.
- W4308672549 date "2022-11-07" @default.
- W4308672549 modified "2023-09-28" @default.
- W4308672549 title "Private Set Generation with Discriminative Information" @default.
- W4308672549 doi "https://doi.org/10.48550/arxiv.2211.04446" @default.
- W4308672549 hasPublicationYear "2022" @default.
- W4308672549 type Work @default.
- W4308672549 citedByCount "0" @default.
- W4308672549 crossrefType "posted-content" @default.
- W4308672549 hasAuthorship W4308672549A5003887059 @default.
- W4308672549 hasAuthorship W4308672549A5073096931 @default.
- W4308672549 hasAuthorship W4308672549A5077770549 @default.
- W4308672549 hasBestOaLocation W43086725491 @default.
- W4308672549 hasConcept C119857082 @default.
- W4308672549 hasConcept C124101348 @default.
- W4308672549 hasConcept C127413603 @default.
- W4308672549 hasConcept C154945302 @default.
- W4308672549 hasConcept C167966045 @default.
- W4308672549 hasConcept C177264268 @default.
- W4308672549 hasConcept C199360897 @default.
- W4308672549 hasConcept C201995342 @default.
- W4308672549 hasConcept C2522767166 @default.
- W4308672549 hasConcept C2776502983 @default.
- W4308672549 hasConcept C2780451532 @default.
- W4308672549 hasConcept C38652104 @default.
- W4308672549 hasConcept C39890363 @default.
- W4308672549 hasConcept C41008148 @default.
- W4308672549 hasConcept C58489278 @default.
- W4308672549 hasConcept C97931131 @default.
- W4308672549 hasConcept C99221444 @default.
- W4308672549 hasConceptScore W4308672549C119857082 @default.
- W4308672549 hasConceptScore W4308672549C124101348 @default.
- W4308672549 hasConceptScore W4308672549C127413603 @default.
- W4308672549 hasConceptScore W4308672549C154945302 @default.
- W4308672549 hasConceptScore W4308672549C167966045 @default.
- W4308672549 hasConceptScore W4308672549C177264268 @default.
- W4308672549 hasConceptScore W4308672549C199360897 @default.
- W4308672549 hasConceptScore W4308672549C201995342 @default.
- W4308672549 hasConceptScore W4308672549C2522767166 @default.
- W4308672549 hasConceptScore W4308672549C2776502983 @default.
- W4308672549 hasConceptScore W4308672549C2780451532 @default.
- W4308672549 hasConceptScore W4308672549C38652104 @default.
- W4308672549 hasConceptScore W4308672549C39890363 @default.
- W4308672549 hasConceptScore W4308672549C41008148 @default.
- W4308672549 hasConceptScore W4308672549C58489278 @default.
- W4308672549 hasConceptScore W4308672549C97931131 @default.
- W4308672549 hasConceptScore W4308672549C99221444 @default.
- W4308672549 hasLocation W43086725491 @default.
- W4308672549 hasLocation W43086725492 @default.
- W4308672549 hasOpenAccess W4308672549 @default.
- W4308672549 hasPrimaryLocation W43086725491 @default.
- W4308672549 hasRelatedWork W1576360539 @default.
- W4308672549 hasRelatedWork W2019680624 @default.
- W4308672549 hasRelatedWork W2093104230 @default.
- W4308672549 hasRelatedWork W2105231718 @default.
- W4308672549 hasRelatedWork W2751624083 @default.
- W4308672549 hasRelatedWork W2770426046 @default.
- W4308672549 hasRelatedWork W2874782909 @default.
- W4308672549 hasRelatedWork W2952072295 @default.
- W4308672549 hasRelatedWork W3014948380 @default.
- W4308672549 hasRelatedWork W4289760695 @default.
- W4308672549 isParatext "false" @default.
- W4308672549 isRetracted "false" @default.
- W4308672549 workType "article" @default.