Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287330095> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4287330095 abstract "Domain generalization refers to the problem where we aim to train a model on data from a set of source domains so that the model can generalize to unseen target domains. Naively training a model on the aggregate set of data (pooled from all source domains) has been shown to perform suboptimally, since the information learned by that model might be domain-specific and generalize imperfectly to target domains. To tackle this problem, a predominant approach is to find and learn some domain-invariant information in order to use it for the prediction task. In this paper, we propose a theoretically grounded method to learn a domain-invariant representation by enforcing the representation network to be invariant under all transformation functions among domains. We also show how to use generative adversarial networks to learn such domain transformations to implement our method in practice. We demonstrate the effectiveness of our method on several widely used datasets for the domain generalization problem, on all of which we achieve competitive results with state-of-the-art models." @default.
- W4287330095 created "2022-07-25" @default.
- W4287330095 creator A5014128490 @default.
- W4287330095 creator A5029186201 @default.
- W4287330095 creator A5029799144 @default.
- W4287330095 creator A5063994783 @default.
- W4287330095 date "2021-02-09" @default.
- W4287330095 modified "2023-09-25" @default.
- W4287330095 title "Domain Invariant Representation Learning with Domain Density Transformations" @default.
- W4287330095 doi "https://doi.org/10.48550/arxiv.2102.05082" @default.
- W4287330095 hasPublicationYear "2021" @default.
- W4287330095 type Work @default.
- W4287330095 citedByCount "0" @default.
- W4287330095 crossrefType "posted-content" @default.
- W4287330095 hasAuthorship W4287330095A5014128490 @default.
- W4287330095 hasAuthorship W4287330095A5029186201 @default.
- W4287330095 hasAuthorship W4287330095A5029799144 @default.
- W4287330095 hasAuthorship W4287330095A5063994783 @default.
- W4287330095 hasBestOaLocation W42873300951 @default.
- W4287330095 hasConcept C11413529 @default.
- W4287330095 hasConcept C119857082 @default.
- W4287330095 hasConcept C134306372 @default.
- W4287330095 hasConcept C154945302 @default.
- W4287330095 hasConcept C177148314 @default.
- W4287330095 hasConcept C177264268 @default.
- W4287330095 hasConcept C17744445 @default.
- W4287330095 hasConcept C190470478 @default.
- W4287330095 hasConcept C199360897 @default.
- W4287330095 hasConcept C199539241 @default.
- W4287330095 hasConcept C2776359362 @default.
- W4287330095 hasConcept C33923547 @default.
- W4287330095 hasConcept C36503486 @default.
- W4287330095 hasConcept C37914503 @default.
- W4287330095 hasConcept C39890363 @default.
- W4287330095 hasConcept C41008148 @default.
- W4287330095 hasConcept C59404180 @default.
- W4287330095 hasConcept C80444323 @default.
- W4287330095 hasConcept C94625758 @default.
- W4287330095 hasConceptScore W4287330095C11413529 @default.
- W4287330095 hasConceptScore W4287330095C119857082 @default.
- W4287330095 hasConceptScore W4287330095C134306372 @default.
- W4287330095 hasConceptScore W4287330095C154945302 @default.
- W4287330095 hasConceptScore W4287330095C177148314 @default.
- W4287330095 hasConceptScore W4287330095C177264268 @default.
- W4287330095 hasConceptScore W4287330095C17744445 @default.
- W4287330095 hasConceptScore W4287330095C190470478 @default.
- W4287330095 hasConceptScore W4287330095C199360897 @default.
- W4287330095 hasConceptScore W4287330095C199539241 @default.
- W4287330095 hasConceptScore W4287330095C2776359362 @default.
- W4287330095 hasConceptScore W4287330095C33923547 @default.
- W4287330095 hasConceptScore W4287330095C36503486 @default.
- W4287330095 hasConceptScore W4287330095C37914503 @default.
- W4287330095 hasConceptScore W4287330095C39890363 @default.
- W4287330095 hasConceptScore W4287330095C41008148 @default.
- W4287330095 hasConceptScore W4287330095C59404180 @default.
- W4287330095 hasConceptScore W4287330095C80444323 @default.
- W4287330095 hasConceptScore W4287330095C94625758 @default.
- W4287330095 hasLocation W42873300951 @default.
- W4287330095 hasOpenAccess W4287330095 @default.
- W4287330095 hasPrimaryLocation W42873300951 @default.
- W4287330095 hasRelatedWork W2953469440 @default.
- W4287330095 hasRelatedWork W2989932438 @default.
- W4287330095 hasRelatedWork W2996986472 @default.
- W4287330095 hasRelatedWork W3201070945 @default.
- W4287330095 hasRelatedWork W3201449419 @default.
- W4287330095 hasRelatedWork W4220769332 @default.
- W4287330095 hasRelatedWork W4225851334 @default.
- W4287330095 hasRelatedWork W4285606578 @default.
- W4287330095 hasRelatedWork W4287864217 @default.
- W4287330095 hasRelatedWork W4316135750 @default.
- W4287330095 isParatext "false" @default.
- W4287330095 isRetracted "false" @default.
- W4287330095 workType "article" @default.