Matches in SemOpenAlex for { <https://semopenalex.org/work/W4200357777> ?p ?o ?g. }
Showing items 1 to 55 of
55
with 100 items per page.
- W4200357777 abstract "Machine learning (ML) models are applied in an increasing variety of domains. The availability of large amounts of data and computational resources encourages the development of ever more complex and valuable models. These models are considered intellectual property of the legitimate parties who have trained them, which makes their protection against stealing, illegitimate redistribution, and unauthorized application an urgent need. Digital watermarking presents a strong mechanism for marking model ownership and, thereby, offers protection against those threats. This work presents a taxonomy identifying and analyzing different classes of watermarking schemes for ML models. It introduces a unified threat model to allow structured reasoning on and comparison of the effectiveness of watermarking methods in different scenarios. Furthermore, it systematizes desired security requirements and attacks against ML model watermarking. Based on that framework, representative literature from the field is surveyed to illustrate the taxonomy. Finally, shortcomings and general limitations of existing approaches are discussed, and an outlook on future research directions is given." @default.
- W4200357777 created "2021-12-31" @default.
- W4200357777 date "2021-12-01" @default.
- W4200357777 modified "2023-09-26" @default.
- W4200357777 title "fdata-04-729663-g001.tif" @default.
- W4200357777 doi "https://doi.org/10.3389/fdata.2021.729663.s003" @default.
- W4200357777 hasPublicationYear "2021" @default.
- W4200357777 type Work @default.
- W4200357777 citedByCount "0" @default.
- W4200357777 crossrefType "component" @default.
- W4200357777 hasBestOaLocation W42003577771 @default.
- W4200357777 hasConcept C111472728 @default.
- W4200357777 hasConcept C111919701 @default.
- W4200357777 hasConcept C115961682 @default.
- W4200357777 hasConcept C136197465 @default.
- W4200357777 hasConcept C138885662 @default.
- W4200357777 hasConcept C140547941 @default.
- W4200357777 hasConcept C150817343 @default.
- W4200357777 hasConcept C154945302 @default.
- W4200357777 hasConcept C189950617 @default.
- W4200357777 hasConcept C202444582 @default.
- W4200357777 hasConcept C2522767166 @default.
- W4200357777 hasConcept C33923547 @default.
- W4200357777 hasConcept C34974158 @default.
- W4200357777 hasConcept C38652104 @default.
- W4200357777 hasConcept C41008148 @default.
- W4200357777 hasConcept C58642233 @default.
- W4200357777 hasConcept C59822182 @default.
- W4200357777 hasConcept C86803240 @default.
- W4200357777 hasConcept C9652623 @default.
- W4200357777 hasConceptScore W4200357777C111472728 @default.
- W4200357777 hasConceptScore W4200357777C111919701 @default.
- W4200357777 hasConceptScore W4200357777C115961682 @default.
- W4200357777 hasConceptScore W4200357777C136197465 @default.
- W4200357777 hasConceptScore W4200357777C138885662 @default.
- W4200357777 hasConceptScore W4200357777C140547941 @default.
- W4200357777 hasConceptScore W4200357777C150817343 @default.
- W4200357777 hasConceptScore W4200357777C154945302 @default.
- W4200357777 hasConceptScore W4200357777C189950617 @default.
- W4200357777 hasConceptScore W4200357777C202444582 @default.
- W4200357777 hasConceptScore W4200357777C2522767166 @default.
- W4200357777 hasConceptScore W4200357777C33923547 @default.
- W4200357777 hasConceptScore W4200357777C34974158 @default.
- W4200357777 hasConceptScore W4200357777C38652104 @default.
- W4200357777 hasConceptScore W4200357777C41008148 @default.
- W4200357777 hasConceptScore W4200357777C58642233 @default.
- W4200357777 hasConceptScore W4200357777C59822182 @default.
- W4200357777 hasConceptScore W4200357777C86803240 @default.
- W4200357777 hasConceptScore W4200357777C9652623 @default.
- W4200357777 hasLocation W42003577771 @default.
- W4200357777 hasOpenAccess W4200357777 @default.
- W4200357777 hasPrimaryLocation W42003577771 @default.
- W4200357777 isParatext "false" @default.
- W4200357777 isRetracted "false" @default.
- W4200357777 workType "paratext" @default.