Matches in SemOpenAlex for { <https://semopenalex.org/work/W2797533424> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W2797533424 abstract "The use of low-precision fixed-point arithmetic along with stochastic rounding has been proposed as a promising alternative to the commonly used 32-bit floating point arithmetic to enhance training neural networks training in terms of performance and energy efficiency. In the first part of this paper, the behaviour of the 12-bit fixed-point arithmetic when training a convolutional neural network with the CIFAR-10 dataset is analysed, showing that such arithmetic is not the most appropriate for the training phase. After that, the paper presents and evaluates, under the same conditions, alternative low-precision arithmetics, starting with the 12-bit floating-point arithmetic. These two representations are then leveraged using local scaling in order to increase accuracy and get closer to the baseline 32-bit floating-point arithmetic. Finally, the paper introduces a simplified model in which both the outputs and the gradients of the neural networks are constrained to power-of-two values, just using 7 bits for their representation. The evaluation demonstrates a minimal loss in accuracy for the proposed Power-of-Two neural network, avoiding the use of multiplications and divisions and thereby, significantly reducing the training time as well as the energy consumption and memory requirements during the training and inference phases." @default.
- W2797533424 created "2018-04-24" @default.
- W2797533424 creator A5005005563 @default.
- W2797533424 creator A5019142601 @default.
- W2797533424 creator A5040887281 @default.
- W2797533424 creator A5075755125 @default.
- W2797533424 date "2018-04-14" @default.
- W2797533424 modified "2023-10-17" @default.
- W2797533424 title "Low-Precision Floating-Point Schemes for Neural Network Training." @default.
- W2797533424 cites W1594170634 @default.
- W2797533424 cites W2246760854 @default.
- W2797533424 cites W2962786581 @default.
- W2797533424 cites W2964164125 @default.
- W2797533424 hasPublicationYear "2018" @default.
- W2797533424 type Work @default.
- W2797533424 sameAs 2797533424 @default.
- W2797533424 citedByCount "4" @default.
- W2797533424 countsByYear W27975334242018 @default.
- W2797533424 countsByYear W27975334242020 @default.
- W2797533424 countsByYear W27975334242021 @default.
- W2797533424 crossrefType "posted-content" @default.
- W2797533424 hasAuthorship W2797533424A5005005563 @default.
- W2797533424 hasAuthorship W2797533424A5019142601 @default.
- W2797533424 hasAuthorship W2797533424A5040887281 @default.
- W2797533424 hasAuthorship W2797533424A5075755125 @default.
- W2797533424 hasConcept C111919701 @default.
- W2797533424 hasConcept C11413529 @default.
- W2797533424 hasConcept C114614502 @default.
- W2797533424 hasConcept C136625980 @default.
- W2797533424 hasConcept C154945302 @default.
- W2797533424 hasConcept C163973906 @default.
- W2797533424 hasConcept C17744445 @default.
- W2797533424 hasConcept C199539241 @default.
- W2797533424 hasConcept C2524010 @default.
- W2797533424 hasConcept C2776214188 @default.
- W2797533424 hasConcept C2776359362 @default.
- W2797533424 hasConcept C2780595030 @default.
- W2797533424 hasConcept C28719098 @default.
- W2797533424 hasConcept C33923547 @default.
- W2797533424 hasConcept C41008148 @default.
- W2797533424 hasConcept C50644808 @default.
- W2797533424 hasConcept C81363708 @default.
- W2797533424 hasConcept C84211073 @default.
- W2797533424 hasConcept C94375191 @default.
- W2797533424 hasConcept C94625758 @default.
- W2797533424 hasConceptScore W2797533424C111919701 @default.
- W2797533424 hasConceptScore W2797533424C11413529 @default.
- W2797533424 hasConceptScore W2797533424C114614502 @default.
- W2797533424 hasConceptScore W2797533424C136625980 @default.
- W2797533424 hasConceptScore W2797533424C154945302 @default.
- W2797533424 hasConceptScore W2797533424C163973906 @default.
- W2797533424 hasConceptScore W2797533424C17744445 @default.
- W2797533424 hasConceptScore W2797533424C199539241 @default.
- W2797533424 hasConceptScore W2797533424C2524010 @default.
- W2797533424 hasConceptScore W2797533424C2776214188 @default.
- W2797533424 hasConceptScore W2797533424C2776359362 @default.
- W2797533424 hasConceptScore W2797533424C2780595030 @default.
- W2797533424 hasConceptScore W2797533424C28719098 @default.
- W2797533424 hasConceptScore W2797533424C33923547 @default.
- W2797533424 hasConceptScore W2797533424C41008148 @default.
- W2797533424 hasConceptScore W2797533424C50644808 @default.
- W2797533424 hasConceptScore W2797533424C81363708 @default.
- W2797533424 hasConceptScore W2797533424C84211073 @default.
- W2797533424 hasConceptScore W2797533424C94375191 @default.
- W2797533424 hasConceptScore W2797533424C94625758 @default.
- W2797533424 hasLocation W27975334241 @default.
- W2797533424 hasOpenAccess W2797533424 @default.
- W2797533424 hasPrimaryLocation W27975334241 @default.
- W2797533424 hasRelatedWork W2030688804 @default.
- W2797533424 hasRelatedWork W2340074517 @default.
- W2797533424 hasRelatedWork W2407048374 @default.
- W2797533424 hasRelatedWork W2571689128 @default.
- W2797533424 hasRelatedWork W2625969225 @default.
- W2797533424 hasRelatedWork W2756323731 @default.
- W2797533424 hasRelatedWork W2897166595 @default.
- W2797533424 hasRelatedWork W2963374099 @default.
- W2797533424 hasRelatedWork W3033586799 @default.
- W2797533424 hasRelatedWork W3089022192 @default.
- W2797533424 hasRelatedWork W3092323772 @default.
- W2797533424 hasRelatedWork W3093151041 @default.
- W2797533424 hasRelatedWork W3112228659 @default.
- W2797533424 hasRelatedWork W3117297074 @default.
- W2797533424 hasRelatedWork W3141916930 @default.
- W2797533424 hasRelatedWork W3176145847 @default.
- W2797533424 hasRelatedWork W3211880109 @default.
- W2797533424 hasRelatedWork W185230802 @default.
- W2797533424 hasRelatedWork W2185367732 @default.
- W2797533424 hasRelatedWork W2187757694 @default.
- W2797533424 isParatext "false" @default.
- W2797533424 isRetracted "false" @default.
- W2797533424 magId "2797533424" @default.
- W2797533424 workType "article" @default.