Matches in SemOpenAlex for { <https://semopenalex.org/work/W4289437014> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4289437014 abstract "The low displacement rank (LDR) framework for structured matrices represents a matrix through two displacement operators and a low-rank residual. Existing use of LDR matrices in deep learning has applied fixed displacement operators encoding forms of shift invariance akin to convolutions. We introduce a class of LDR matrices with more general displacement operators, and explicitly learn over both the operators and the low-rank component. This class generalizes several previous constructions while preserving compression and efficient computation. We prove bounds on the VC dimension of multi-layer neural networks with structured weight matrices and show empirically that our compact parameterization can reduce the sample complexity of learning. When replacing weight layers in fully-connected, convolutional, and recurrent neural networks for image classification and language modeling tasks, our new classes exceed the accuracy of existing compression approaches, and on some tasks also outperform general unstructured layers while using more than 20x fewer parameters." @default.
- W4289437014 created "2022-08-02" @default.
- W4289437014 creator A5001041485 @default.
- W4289437014 creator A5025386668 @default.
- W4289437014 creator A5070267604 @default.
- W4289437014 creator A5079302941 @default.
- W4289437014 creator A5091734792 @default.
- W4289437014 date "2018-10-04" @default.
- W4289437014 modified "2023-09-26" @default.
- W4289437014 title "Learning Compressed Transforms with Low Displacement Rank" @default.
- W4289437014 doi "https://doi.org/10.48550/arxiv.1810.02309" @default.
- W4289437014 hasPublicationYear "2018" @default.
- W4289437014 type Work @default.
- W4289437014 citedByCount "0" @default.
- W4289437014 crossrefType "posted-content" @default.
- W4289437014 hasAuthorship W4289437014A5001041485 @default.
- W4289437014 hasAuthorship W4289437014A5025386668 @default.
- W4289437014 hasAuthorship W4289437014A5070267604 @default.
- W4289437014 hasAuthorship W4289437014A5079302941 @default.
- W4289437014 hasAuthorship W4289437014A5091734792 @default.
- W4289437014 hasBestOaLocation W42894370141 @default.
- W4289437014 hasConcept C106487976 @default.
- W4289437014 hasConcept C107551265 @default.
- W4289437014 hasConcept C11413529 @default.
- W4289437014 hasConcept C114614502 @default.
- W4289437014 hasConcept C115961682 @default.
- W4289437014 hasConcept C154945302 @default.
- W4289437014 hasConcept C155512373 @default.
- W4289437014 hasConcept C15744967 @default.
- W4289437014 hasConcept C159985019 @default.
- W4289437014 hasConcept C164226766 @default.
- W4289437014 hasConcept C180016635 @default.
- W4289437014 hasConcept C192562407 @default.
- W4289437014 hasConcept C202444582 @default.
- W4289437014 hasConcept C2777212361 @default.
- W4289437014 hasConcept C33676613 @default.
- W4289437014 hasConcept C33923547 @default.
- W4289437014 hasConcept C41008148 @default.
- W4289437014 hasConcept C45374587 @default.
- W4289437014 hasConcept C50644808 @default.
- W4289437014 hasConcept C542102704 @default.
- W4289437014 hasConcept C81363708 @default.
- W4289437014 hasConceptScore W4289437014C106487976 @default.
- W4289437014 hasConceptScore W4289437014C107551265 @default.
- W4289437014 hasConceptScore W4289437014C11413529 @default.
- W4289437014 hasConceptScore W4289437014C114614502 @default.
- W4289437014 hasConceptScore W4289437014C115961682 @default.
- W4289437014 hasConceptScore W4289437014C154945302 @default.
- W4289437014 hasConceptScore W4289437014C155512373 @default.
- W4289437014 hasConceptScore W4289437014C15744967 @default.
- W4289437014 hasConceptScore W4289437014C159985019 @default.
- W4289437014 hasConceptScore W4289437014C164226766 @default.
- W4289437014 hasConceptScore W4289437014C180016635 @default.
- W4289437014 hasConceptScore W4289437014C192562407 @default.
- W4289437014 hasConceptScore W4289437014C202444582 @default.
- W4289437014 hasConceptScore W4289437014C2777212361 @default.
- W4289437014 hasConceptScore W4289437014C33676613 @default.
- W4289437014 hasConceptScore W4289437014C33923547 @default.
- W4289437014 hasConceptScore W4289437014C41008148 @default.
- W4289437014 hasConceptScore W4289437014C45374587 @default.
- W4289437014 hasConceptScore W4289437014C50644808 @default.
- W4289437014 hasConceptScore W4289437014C542102704 @default.
- W4289437014 hasConceptScore W4289437014C81363708 @default.
- W4289437014 hasLocation W42894370141 @default.
- W4289437014 hasOpenAccess W4289437014 @default.
- W4289437014 hasPrimaryLocation W42894370141 @default.
- W4289437014 hasRelatedWork W1535286235 @default.
- W4289437014 hasRelatedWork W1603450860 @default.
- W4289437014 hasRelatedWork W1971952044 @default.
- W4289437014 hasRelatedWork W2078905249 @default.
- W4289437014 hasRelatedWork W2392038379 @default.
- W4289437014 hasRelatedWork W2893511333 @default.
- W4289437014 hasRelatedWork W2973451922 @default.
- W4289437014 hasRelatedWork W3206466808 @default.
- W4289437014 hasRelatedWork W3207322857 @default.
- W4289437014 hasRelatedWork W4239686595 @default.
- W4289437014 isParatext "false" @default.
- W4289437014 isRetracted "false" @default.
- W4289437014 workType "article" @default.