FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3217726304> ?p ?o ?g. }

• W3217726304 abstract "Inference in deep Bayesian neural networks is only fully understood in the infinite-width limit, where the posterior flexibility afforded by increased depth washes out and the posterior predictive collapses to a shallow Gaussian process. Here, we interpret finite deep linear Bayesian neural networks as data-dependent scale mixtures of Gaussian process predictors across output channels. We leverage this observation to study representation learning in these networks, allowing us to connect limiting results obtained in previous studies within a unified framework. In total, these results advance our analytical understanding of how depth affects inference in a simple class of Bayesian neural networks." @default.
• W3217726304 created "2021-12-06" @default.
• W3217726304 creator A5023195984 @default.
• W3217726304 creator A5063822685 @default.
• W3217726304 date "2021-10-31" @default.
• W3217726304 modified "2023-09-26" @default.
• W3217726304 title "Depth induces scale-averaging in overparameterized linear Bayesian neural networks" @default.
• W3217726304 cites W115006267 @default.
• W3217726304 cites W1544131626 @default.
• W3217726304 cites W1746819321 @default.
• W3217726304 cites W2007306748 @default.
• W3217726304 cites W2058150240 @default.
• W3217726304 cites W2111051539 @default.
• W3217726304 cites W2125930537 @default.
• W3217726304 cites W2140835403 @default.
• W3217726304 cites W2154087390 @default.
• W3217726304 cites W2407194592 @default.
• W3217726304 cites W2610857016 @default.
• W3217726304 cites W2787248994 @default.
• W3217726304 cites W2913473169 @default.
• W3217726304 cites W2946265133 @default.
• W3217726304 cites W2962685794 @default.
• W3217726304 cites W2963691001 @default.
• W3217726304 cites W2964052793 @default.
• W3217726304 cites W3035679810 @default.
• W3217726304 cites W3036525728 @default.
• W3217726304 cites W3100354738 @default.
• W3217726304 cites W3123819420 @default.
• W3217726304 cites W3124979234 @default.
• W3217726304 cites W3168814424 @default.
• W3217726304 cites W3176723190 @default.
• W3217726304 cites W3178741258 @default.
• W3217726304 cites W3180953156 @default.
• W3217726304 cites W3198884135 @default.
• W3217726304 cites W3199549745 @default.
• W3217726304 cites W3200346102 @default.
• W3217726304 cites W3205376702 @default.
• W3217726304 cites W3206621305 @default.
• W3217726304 cites W3209329834 @default.
• W3217726304 cites W3211861724 @default.
• W3217726304 cites W3214638589 @default.
• W3217726304 doi "https://doi.org/10.1109/ieeeconf53345.2021.9723137" @default.
• W3217726304 hasPublicationYear "2021" @default.
• W3217726304 type Work @default.
• W3217726304 sameAs 3217726304 @default.
• W3217726304 citedByCount "1" @default.
• W3217726304 countsByYear W32177263042023 @default.
• W3217726304 crossrefType "proceedings-article" @default.
• W3217726304 hasAuthorship W3217726304A5023195984 @default.
• W3217726304 hasAuthorship W3217726304A5063822685 @default.
• W3217726304 hasBestOaLocation W32177263042 @default.
• W3217726304 hasConcept C107673813 @default.
• W3217726304 hasConcept C11413529 @default.
• W3217726304 hasConcept C119857082 @default.
• W3217726304 hasConcept C121332964 @default.
• W3217726304 hasConcept C134306372 @default.
• W3217726304 hasConcept C151201525 @default.
• W3217726304 hasConcept C153083717 @default.
• W3217726304 hasConcept C153180895 @default.
• W3217726304 hasConcept C154945302 @default.
• W3217726304 hasConcept C160234255 @default.
• W3217726304 hasConcept C163716315 @default.
• W3217726304 hasConcept C2776214188 @default.
• W3217726304 hasConcept C2778755073 @default.
• W3217726304 hasConcept C33923547 @default.
• W3217726304 hasConcept C41008148 @default.
• W3217726304 hasConcept C50644808 @default.
• W3217726304 hasConcept C61326573 @default.
• W3217726304 hasConcept C62520636 @default.
• W3217726304 hasConcept C71983512 @default.
• W3217726304 hasConceptScore W3217726304C107673813 @default.
• W3217726304 hasConceptScore W3217726304C11413529 @default.
• W3217726304 hasConceptScore W3217726304C119857082 @default.
• W3217726304 hasConceptScore W3217726304C121332964 @default.
• W3217726304 hasConceptScore W3217726304C134306372 @default.
• W3217726304 hasConceptScore W3217726304C151201525 @default.
• W3217726304 hasConceptScore W3217726304C153083717 @default.
• W3217726304 hasConceptScore W3217726304C153180895 @default.
• W3217726304 hasConceptScore W3217726304C154945302 @default.
• W3217726304 hasConceptScore W3217726304C160234255 @default.
• W3217726304 hasConceptScore W3217726304C163716315 @default.
• W3217726304 hasConceptScore W3217726304C2776214188 @default.
• W3217726304 hasConceptScore W3217726304C2778755073 @default.
• W3217726304 hasConceptScore W3217726304C33923547 @default.
• W3217726304 hasConceptScore W3217726304C41008148 @default.
• W3217726304 hasConceptScore W3217726304C50644808 @default.
• W3217726304 hasConceptScore W3217726304C61326573 @default.
• W3217726304 hasConceptScore W3217726304C62520636 @default.
• W3217726304 hasConceptScore W3217726304C71983512 @default.
• W3217726304 hasLocation W32177263041 @default.
• W3217726304 hasLocation W32177263042 @default.
• W3217726304 hasOpenAccess W3217726304 @default.
• W3217726304 hasPrimaryLocation W32177263041 @default.
• W3217726304 hasRelatedWork W2201054263 @default.
• W3217726304 hasRelatedWork W2292692467 @default.
• W3217726304 hasRelatedWork W2943094968 @default.
• W3217726304 hasRelatedWork W2963058055 @default.
• W3217726304 hasRelatedWork W2963627453 @default.
• W3217726304 hasRelatedWork W3014266848 @default.
• W3217726304 hasRelatedWork W3024650197 @default.

• next