Matches in SemOpenAlex for { <https://semopenalex.org/work/W3131030730> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3131030730 abstract "Detecting out-of-distribution (OOD) samples is an essential requirement for the deployment of machine learning systems in the real world. Until now, research on energy-based OOD detectors has focused on the softmax confidence score from a pre-trained neural network classifier with access to class labels. In contrast, we propose an unsupervised energy-based OOD detector leveraging the Stiefel-Restricted Kernel Machine (St-RKM). Training requires minimizing an objective function with an autoencoder loss term and the RKM energy where the interconnection matrix lies on the Stiefel manifold. Further, we outline multiple energy function definitions based on the RKM framework and discuss their utility. In the experiments on standard datasets, the proposed method improves over the existing energy-based OOD detectors and deep generative models. Through several ablation studies, we further illustrate the merit of each proposed energy function on the OOD detection performance." @default.
- W3131030730 created "2021-03-01" @default.
- W3131030730 creator A5021092537 @default.
- W3131030730 creator A5031269069 @default.
- W3131030730 creator A5031380765 @default.
- W3131030730 creator A5078854904 @default.
- W3131030730 date "2021-02-16" @default.
- W3131030730 modified "2023-09-23" @default.
- W3131030730 title "Unsupervised Energy-based Out-of-distribution Detection using Stiefel-Restricted Kernel Machine" @default.
- W3131030730 cites W1959608418 @default.
- W3131030730 cites W2008697864 @default.
- W3131030730 cites W2048430744 @default.
- W3131030730 cites W2078455576 @default.
- W3131030730 cites W2099471712 @default.
- W3131030730 cites W2115627867 @default.
- W3131030730 cites W2137130182 @default.
- W3131030730 cites W2161914416 @default.
- W3131030730 cites W2335728318 @default.
- W3131030730 cites W2531327146 @default.
- W3131030730 cites W2605644966 @default.
- W3131030730 cites W2750384547 @default.
- W3131030730 cites W2753738274 @default.
- W3131030730 cites W2867167548 @default.
- W3131030730 cites W2883243526 @default.
- W3131030730 cites W2904981516 @default.
- W3131030730 cites W2945282335 @default.
- W3131030730 cites W2962714411 @default.
- W3131030730 cites W2963207607 @default.
- W3131030730 cites W2963546708 @default.
- W3131030730 cites W2963693742 @default.
- W3131030730 cites W2964121744 @default.
- W3131030730 cites W2995085126 @default.
- W3131030730 cites W2995455260 @default.
- W3131030730 cites W3035757170 @default.
- W3131030730 cites W3118608800 @default.
- W3131030730 cites W3126226857 @default.
- W3131030730 cites W3101367735 @default.
- W3131030730 hasPublicationYear "2021" @default.
- W3131030730 type Work @default.
- W3131030730 sameAs 3131030730 @default.
- W3131030730 citedByCount "1" @default.
- W3131030730 countsByYear W31310307302021 @default.
- W3131030730 crossrefType "posted-content" @default.
- W3131030730 hasAuthorship W3131030730A5021092537 @default.
- W3131030730 hasAuthorship W3131030730A5031269069 @default.
- W3131030730 hasAuthorship W3131030730A5031380765 @default.
- W3131030730 hasAuthorship W3131030730A5078854904 @default.
- W3131030730 hasConcept C101738243 @default.
- W3131030730 hasConcept C114614502 @default.
- W3131030730 hasConcept C119857082 @default.
- W3131030730 hasConcept C122280245 @default.
- W3131030730 hasConcept C12267149 @default.
- W3131030730 hasConcept C154945302 @default.
- W3131030730 hasConcept C188441871 @default.
- W3131030730 hasConcept C2524010 @default.
- W3131030730 hasConcept C33923547 @default.
- W3131030730 hasConcept C41008148 @default.
- W3131030730 hasConcept C50644808 @default.
- W3131030730 hasConcept C612670 @default.
- W3131030730 hasConcept C74193536 @default.
- W3131030730 hasConceptScore W3131030730C101738243 @default.
- W3131030730 hasConceptScore W3131030730C114614502 @default.
- W3131030730 hasConceptScore W3131030730C119857082 @default.
- W3131030730 hasConceptScore W3131030730C122280245 @default.
- W3131030730 hasConceptScore W3131030730C12267149 @default.
- W3131030730 hasConceptScore W3131030730C154945302 @default.
- W3131030730 hasConceptScore W3131030730C188441871 @default.
- W3131030730 hasConceptScore W3131030730C2524010 @default.
- W3131030730 hasConceptScore W3131030730C33923547 @default.
- W3131030730 hasConceptScore W3131030730C41008148 @default.
- W3131030730 hasConceptScore W3131030730C50644808 @default.
- W3131030730 hasConceptScore W3131030730C612670 @default.
- W3131030730 hasConceptScore W3131030730C74193536 @default.
- W3131030730 hasLocation W31310307301 @default.
- W3131030730 hasOpenAccess W3131030730 @default.
- W3131030730 hasPrimaryLocation W31310307301 @default.
- W3131030730 hasRelatedWork W2070598047 @default.
- W3131030730 hasRelatedWork W2121423746 @default.
- W3131030730 hasRelatedWork W2152993039 @default.
- W3131030730 hasRelatedWork W2527364199 @default.
- W3131030730 hasRelatedWork W2579029485 @default.
- W3131030730 hasRelatedWork W2738729948 @default.
- W3131030730 hasRelatedWork W2759102768 @default.
- W3131030730 hasRelatedWork W2794135378 @default.
- W3131030730 hasRelatedWork W2797977787 @default.
- W3131030730 hasRelatedWork W2797984158 @default.
- W3131030730 hasRelatedWork W2807202877 @default.
- W3131030730 hasRelatedWork W2839756932 @default.
- W3131030730 hasRelatedWork W2945031581 @default.
- W3131030730 hasRelatedWork W2995085126 @default.
- W3131030730 hasRelatedWork W3026876342 @default.
- W3131030730 hasRelatedWork W3142540411 @default.
- W3131030730 hasRelatedWork W3144910790 @default.
- W3131030730 hasRelatedWork W3166317344 @default.
- W3131030730 hasRelatedWork W3191299360 @default.
- W3131030730 hasRelatedWork W3199755270 @default.
- W3131030730 isParatext "false" @default.
- W3131030730 isRetracted "false" @default.
- W3131030730 magId "3131030730" @default.
- W3131030730 workType "article" @default.