Matches in SemOpenAlex for { <https://semopenalex.org/work/W4312121119> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W4312121119 abstract "During the deployment of deep neural networks (DNNs) on edge devices, many research efforts are devoted to the limited hardware resource. However, little attention is paid to the influence of dynamic power management. As edge devices typically only have a budget of energy with batteries (rather than almost unlimited energy support on servers or workstations), their dynamic power management often changes the execution frequency as in the widely-used dynamic voltage and frequency scaling (DVFS) technique. This leads to highly unstable inference speed performance, especially for computation-intensive DNN models, which can harm user experience and waste hardware resources. We firstly identify this problem and then propose All-in-One, a highly representative pruning framework to work with dynamic power management using DVFS. The framework can use only one set of model weights and soft masks (together with other auxiliary parameters of negligible storage) to represent multiple models of various pruning ratios. By re-configuring the model to the corresponding pruning ratio for a specific execution frequency (and voltage), we are able to achieve stable inference speed, i.e., keeping the difference in speed performance under various execution frequencies as small as possible. Our experiments demonstrate that our method not only achieves high accuracy for multiple models of different pruning ratios, but also reduces their variance of inference latency for various frequencies, with minimal memory consumption of only one model and one soft mask." @default.
- W4312121119 created "2023-01-04" @default.
- W4312121119 creator A5019027088 @default.
- W4312121119 creator A5025596795 @default.
- W4312121119 creator A5030060072 @default.
- W4312121119 creator A5035370488 @default.
- W4312121119 creator A5037655503 @default.
- W4312121119 creator A5038380400 @default.
- W4312121119 creator A5073885088 @default.
- W4312121119 creator A5077401426 @default.
- W4312121119 creator A5084528785 @default.
- W4312121119 date "2022-10-30" @default.
- W4312121119 modified "2023-10-14" @default.
- W4312121119 title "All-in-One" @default.
- W4312121119 cites W2754084392 @default.
- W4312121119 cites W2798170643 @default.
- W4312121119 cites W2886851211 @default.
- W4312121119 cites W2963363373 @default.
- W4312121119 cites W2981698279 @default.
- W4312121119 cites W2997768846 @default.
- W4312121119 cites W2998342322 @default.
- W4312121119 cites W3035377608 @default.
- W4312121119 cites W3083389787 @default.
- W4312121119 cites W3091900426 @default.
- W4312121119 cites W3202459663 @default.
- W4312121119 cites W3212348580 @default.
- W4312121119 cites W3213174544 @default.
- W4312121119 doi "https://doi.org/10.1145/3508352.3549379" @default.
- W4312121119 hasPublicationYear "2022" @default.
- W4312121119 type Work @default.
- W4312121119 citedByCount "1" @default.
- W4312121119 countsByYear W43121211192023 @default.
- W4312121119 crossrefType "proceedings-article" @default.
- W4312121119 hasAuthorship W4312121119A5019027088 @default.
- W4312121119 hasAuthorship W4312121119A5025596795 @default.
- W4312121119 hasAuthorship W4312121119A5030060072 @default.
- W4312121119 hasAuthorship W4312121119A5035370488 @default.
- W4312121119 hasAuthorship W4312121119A5037655503 @default.
- W4312121119 hasAuthorship W4312121119A5038380400 @default.
- W4312121119 hasAuthorship W4312121119A5073885088 @default.
- W4312121119 hasAuthorship W4312121119A5077401426 @default.
- W4312121119 hasAuthorship W4312121119A5084528785 @default.
- W4312121119 hasBestOaLocation W43121211191 @default.
- W4312121119 hasConcept C108010975 @default.
- W4312121119 hasConcept C113775141 @default.
- W4312121119 hasConcept C120314980 @default.
- W4312121119 hasConcept C121332964 @default.
- W4312121119 hasConcept C154945302 @default.
- W4312121119 hasConcept C157742956 @default.
- W4312121119 hasConcept C163258240 @default.
- W4312121119 hasConcept C18903297 @default.
- W4312121119 hasConcept C2776214188 @default.
- W4312121119 hasConcept C2778774385 @default.
- W4312121119 hasConcept C2780165032 @default.
- W4312121119 hasConcept C31258907 @default.
- W4312121119 hasConcept C41008148 @default.
- W4312121119 hasConcept C62520636 @default.
- W4312121119 hasConcept C6557445 @default.
- W4312121119 hasConcept C76155785 @default.
- W4312121119 hasConcept C82876162 @default.
- W4312121119 hasConcept C86803240 @default.
- W4312121119 hasConcept C93996380 @default.
- W4312121119 hasConceptScore W4312121119C108010975 @default.
- W4312121119 hasConceptScore W4312121119C113775141 @default.
- W4312121119 hasConceptScore W4312121119C120314980 @default.
- W4312121119 hasConceptScore W4312121119C121332964 @default.
- W4312121119 hasConceptScore W4312121119C154945302 @default.
- W4312121119 hasConceptScore W4312121119C157742956 @default.
- W4312121119 hasConceptScore W4312121119C163258240 @default.
- W4312121119 hasConceptScore W4312121119C18903297 @default.
- W4312121119 hasConceptScore W4312121119C2776214188 @default.
- W4312121119 hasConceptScore W4312121119C2778774385 @default.
- W4312121119 hasConceptScore W4312121119C2780165032 @default.
- W4312121119 hasConceptScore W4312121119C31258907 @default.
- W4312121119 hasConceptScore W4312121119C41008148 @default.
- W4312121119 hasConceptScore W4312121119C62520636 @default.
- W4312121119 hasConceptScore W4312121119C6557445 @default.
- W4312121119 hasConceptScore W4312121119C76155785 @default.
- W4312121119 hasConceptScore W4312121119C82876162 @default.
- W4312121119 hasConceptScore W4312121119C86803240 @default.
- W4312121119 hasConceptScore W4312121119C93996380 @default.
- W4312121119 hasFunder F4320306076 @default.
- W4312121119 hasFunder F4320338281 @default.
- W4312121119 hasLocation W43121211191 @default.
- W4312121119 hasOpenAccess W4312121119 @default.
- W4312121119 hasPrimaryLocation W43121211191 @default.
- W4312121119 hasRelatedWork W1544509019 @default.
- W4312121119 hasRelatedWork W2036903086 @default.
- W4312121119 hasRelatedWork W2038005 @default.
- W4312121119 hasRelatedWork W2298102683 @default.
- W4312121119 hasRelatedWork W3099214871 @default.
- W4312121119 hasRelatedWork W3117103847 @default.
- W4312121119 hasRelatedWork W4200120253 @default.
- W4312121119 hasRelatedWork W4312754493 @default.
- W4312121119 hasRelatedWork W4366966849 @default.
- W4312121119 hasRelatedWork W4372272185 @default.
- W4312121119 isParatext "false" @default.
- W4312121119 isRetracted "false" @default.
- W4312121119 workType "article" @default.