Matches in SemOpenAlex for { <https://semopenalex.org/work/W2806988276> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W2806988276 abstract "Inference amortization methods share information across multiple posterior-inference problems, allowing each to be carried out more efficiently. Generally, they require the inversion of the dependency structure in the generative model, as the modeller must learn a mapping from observations to distributions approximating the posterior. Previous approaches have involved inverting the dependency structure in a heuristic way that fails to capture these dependencies correctly, thereby limiting the achievable accuracy of the resulting approximations. We introduce an algorithm for faithfully, and minimally, inverting the graphical model structure of any generative model. Such inverses have two crucial properties: (a) they do not encode any independence assertions that are absent from the model and; (b) they are local maxima for the number of true independencies encoded. We prove the correctness of our approach and empirically show that the resulting minimally faithful inverses lead to better inference amortization than existing heuristic approaches." @default.
- W2806988276 created "2018-06-13" @default.
- W2806988276 creator A5002989161 @default.
- W2806988276 creator A5003975324 @default.
- W2806988276 creator A5017069785 @default.
- W2806988276 creator A5031241646 @default.
- W2806988276 creator A5050308555 @default.
- W2806988276 creator A5064373793 @default.
- W2806988276 creator A5078631467 @default.
- W2806988276 date "2017-12-01" @default.
- W2806988276 modified "2023-09-23" @default.
- W2806988276 title "Faithful Inversion of Generative Models for Effective Amortized Inference" @default.
- W2806988276 cites W1522301498 @default.
- W2806988276 cites W2098694378 @default.
- W2806988276 cites W2179629101 @default.
- W2806988276 cites W2417988721 @default.
- W2806988276 cites W2949416428 @default.
- W2806988276 cites W2952165242 @default.
- W2806988276 cites W2952838738 @default.
- W2806988276 hasPublicationYear "2017" @default.
- W2806988276 type Work @default.
- W2806988276 sameAs 2806988276 @default.
- W2806988276 citedByCount "1" @default.
- W2806988276 countsByYear W28069882762021 @default.
- W2806988276 crossrefType "posted-content" @default.
- W2806988276 hasAuthorship W2806988276A5002989161 @default.
- W2806988276 hasAuthorship W2806988276A5003975324 @default.
- W2806988276 hasAuthorship W2806988276A5017069785 @default.
- W2806988276 hasAuthorship W2806988276A5031241646 @default.
- W2806988276 hasAuthorship W2806988276A5050308555 @default.
- W2806988276 hasAuthorship W2806988276A5064373793 @default.
- W2806988276 hasAuthorship W2806988276A5078631467 @default.
- W2806988276 hasConcept C109007969 @default.
- W2806988276 hasConcept C11413529 @default.
- W2806988276 hasConcept C151730666 @default.
- W2806988276 hasConcept C154945302 @default.
- W2806988276 hasConcept C167966045 @default.
- W2806988276 hasConcept C173801870 @default.
- W2806988276 hasConcept C1893757 @default.
- W2806988276 hasConcept C19768560 @default.
- W2806988276 hasConcept C2776214188 @default.
- W2806988276 hasConcept C39890363 @default.
- W2806988276 hasConcept C41008148 @default.
- W2806988276 hasConcept C55439883 @default.
- W2806988276 hasConcept C80444323 @default.
- W2806988276 hasConcept C86803240 @default.
- W2806988276 hasConceptScore W2806988276C109007969 @default.
- W2806988276 hasConceptScore W2806988276C11413529 @default.
- W2806988276 hasConceptScore W2806988276C151730666 @default.
- W2806988276 hasConceptScore W2806988276C154945302 @default.
- W2806988276 hasConceptScore W2806988276C167966045 @default.
- W2806988276 hasConceptScore W2806988276C173801870 @default.
- W2806988276 hasConceptScore W2806988276C1893757 @default.
- W2806988276 hasConceptScore W2806988276C19768560 @default.
- W2806988276 hasConceptScore W2806988276C2776214188 @default.
- W2806988276 hasConceptScore W2806988276C39890363 @default.
- W2806988276 hasConceptScore W2806988276C41008148 @default.
- W2806988276 hasConceptScore W2806988276C55439883 @default.
- W2806988276 hasConceptScore W2806988276C80444323 @default.
- W2806988276 hasConceptScore W2806988276C86803240 @default.
- W2806988276 hasLocation W28069882761 @default.
- W2806988276 hasOpenAccess W2806988276 @default.
- W2806988276 hasPrimaryLocation W28069882761 @default.
- W2806988276 hasRelatedWork W1937873864 @default.
- W2806988276 hasRelatedWork W2065840988 @default.
- W2806988276 hasRelatedWork W2143756966 @default.
- W2806988276 hasRelatedWork W2466845429 @default.
- W2806988276 hasRelatedWork W2472143053 @default.
- W2806988276 hasRelatedWork W2498623144 @default.
- W2806988276 hasRelatedWork W2542487480 @default.
- W2806988276 hasRelatedWork W2544861082 @default.
- W2806988276 hasRelatedWork W2550522704 @default.
- W2806988276 hasRelatedWork W2731768564 @default.
- W2806988276 hasRelatedWork W2782778433 @default.
- W2806988276 hasRelatedWork W2807380843 @default.
- W2806988276 hasRelatedWork W2884764680 @default.
- W2806988276 hasRelatedWork W2891814056 @default.
- W2806988276 hasRelatedWork W2953175641 @default.
- W2806988276 hasRelatedWork W3000188027 @default.
- W2806988276 hasRelatedWork W3169186142 @default.
- W2806988276 hasRelatedWork W3171789579 @default.
- W2806988276 hasRelatedWork W3176070430 @default.
- W2806988276 hasRelatedWork W763960925 @default.
- W2806988276 isParatext "false" @default.
- W2806988276 isRetracted "false" @default.
- W2806988276 magId "2806988276" @default.
- W2806988276 workType "article" @default.