Matches in SemOpenAlex for { <https://semopenalex.org/work/W2933374552> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W2933374552 abstract "Deep latent variable models, trained using variational autoencoders or generative adversarial networks, are now a key technique for representation learning of continuous structures. However, applying similar methods to discrete structures, such as text sequences or discretized images, has proven to be more challenging. In this work, we propose a flexible method for training deep latent variable models of discrete structures. Our approach is based on the recently-proposed Wasserstein autoencoder (WAE) which formalizes the adversarial autoencoder (AAE) as an optimal transport problem. We first extend this framework to model discrete sequences, and then further explore different learned priors targeting a controllable representation. This adversarially regularized autoencoder (ARAE) allows us to generate natural textual outputs as well as perform manipulations in the latent space to induce change in the output space. Finally we show that the latent representation can be trained to perform unaligned textual style transfer, giving improvements both in automatic/human evaluation compared to existing methods." @default.
- W2933374552 created "2019-04-11" @default.
- W2933374552 creator A5001226970 @default.
- W2933374552 creator A5020162825 @default.
- W2933374552 creator A5045913119 @default.
- W2933374552 creator A5085355324 @default.
- W2933374552 creator A5086475997 @default.
- W2933374552 date "2017-06-13" @default.
- W2933374552 modified "2023-09-27" @default.
- W2933374552 title "Adversarially Regularized Autoencoders" @default.
- W2933374552 doi "https://doi.org/10.48550/arxiv.1706.04223" @default.
- W2933374552 hasPublicationYear "2017" @default.
- W2933374552 type Work @default.
- W2933374552 sameAs 2933374552 @default.
- W2933374552 citedByCount "139" @default.
- W2933374552 countsByYear W29333745522018 @default.
- W2933374552 countsByYear W29333745522019 @default.
- W2933374552 countsByYear W29333745522020 @default.
- W2933374552 countsByYear W29333745522021 @default.
- W2933374552 crossrefType "posted-content" @default.
- W2933374552 hasAuthorship W2933374552A5001226970 @default.
- W2933374552 hasAuthorship W2933374552A5020162825 @default.
- W2933374552 hasAuthorship W2933374552A5045913119 @default.
- W2933374552 hasAuthorship W2933374552A5085355324 @default.
- W2933374552 hasAuthorship W2933374552A5086475997 @default.
- W2933374552 hasBestOaLocation W29333745521 @default.
- W2933374552 hasConcept C101738243 @default.
- W2933374552 hasConcept C107673813 @default.
- W2933374552 hasConcept C111919701 @default.
- W2933374552 hasConcept C11413529 @default.
- W2933374552 hasConcept C119857082 @default.
- W2933374552 hasConcept C134306372 @default.
- W2933374552 hasConcept C153180895 @default.
- W2933374552 hasConcept C154945302 @default.
- W2933374552 hasConcept C17744445 @default.
- W2933374552 hasConcept C177769412 @default.
- W2933374552 hasConcept C182365436 @default.
- W2933374552 hasConcept C199539241 @default.
- W2933374552 hasConcept C26517878 @default.
- W2933374552 hasConcept C2776359362 @default.
- W2933374552 hasConcept C2778572836 @default.
- W2933374552 hasConcept C33923547 @default.
- W2933374552 hasConcept C37736160 @default.
- W2933374552 hasConcept C38652104 @default.
- W2933374552 hasConcept C39890363 @default.
- W2933374552 hasConcept C41008148 @default.
- W2933374552 hasConcept C50644808 @default.
- W2933374552 hasConcept C51167844 @default.
- W2933374552 hasConcept C59404180 @default.
- W2933374552 hasConcept C65965080 @default.
- W2933374552 hasConcept C73000952 @default.
- W2933374552 hasConcept C94625758 @default.
- W2933374552 hasConceptScore W2933374552C101738243 @default.
- W2933374552 hasConceptScore W2933374552C107673813 @default.
- W2933374552 hasConceptScore W2933374552C111919701 @default.
- W2933374552 hasConceptScore W2933374552C11413529 @default.
- W2933374552 hasConceptScore W2933374552C119857082 @default.
- W2933374552 hasConceptScore W2933374552C134306372 @default.
- W2933374552 hasConceptScore W2933374552C153180895 @default.
- W2933374552 hasConceptScore W2933374552C154945302 @default.
- W2933374552 hasConceptScore W2933374552C17744445 @default.
- W2933374552 hasConceptScore W2933374552C177769412 @default.
- W2933374552 hasConceptScore W2933374552C182365436 @default.
- W2933374552 hasConceptScore W2933374552C199539241 @default.
- W2933374552 hasConceptScore W2933374552C26517878 @default.
- W2933374552 hasConceptScore W2933374552C2776359362 @default.
- W2933374552 hasConceptScore W2933374552C2778572836 @default.
- W2933374552 hasConceptScore W2933374552C33923547 @default.
- W2933374552 hasConceptScore W2933374552C37736160 @default.
- W2933374552 hasConceptScore W2933374552C38652104 @default.
- W2933374552 hasConceptScore W2933374552C39890363 @default.
- W2933374552 hasConceptScore W2933374552C41008148 @default.
- W2933374552 hasConceptScore W2933374552C50644808 @default.
- W2933374552 hasConceptScore W2933374552C51167844 @default.
- W2933374552 hasConceptScore W2933374552C59404180 @default.
- W2933374552 hasConceptScore W2933374552C65965080 @default.
- W2933374552 hasConceptScore W2933374552C73000952 @default.
- W2933374552 hasConceptScore W2933374552C94625758 @default.
- W2933374552 hasLocation W29333745521 @default.
- W2933374552 hasOpenAccess W2933374552 @default.
- W2933374552 hasPrimaryLocation W29333745521 @default.
- W2933374552 hasRelatedWork W2592385986 @default.
- W2933374552 hasRelatedWork W2773028880 @default.
- W2933374552 hasRelatedWork W2775464024 @default.
- W2933374552 hasRelatedWork W2883657838 @default.
- W2933374552 hasRelatedWork W2933374552 @default.
- W2933374552 hasRelatedWork W2992956318 @default.
- W2933374552 hasRelatedWork W2998168123 @default.
- W2933374552 hasRelatedWork W3184212829 @default.
- W2933374552 hasRelatedWork W3216102762 @default.
- W2933374552 hasRelatedWork W4287995534 @default.
- W2933374552 isParatext "false" @default.
- W2933374552 isRetracted "false" @default.
- W2933374552 magId "2933374552" @default.
- W2933374552 workType "article" @default.