FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4322007931> ?p ?o ?g. }

• W4322007931 endingPage "21" @default.
• W4322007931 startingPage "1" @default.
• W4322007931 abstract "There is an increasing demand for running neural network inference on edge devices. Memristor crossbar array (MCA) based accelerators can be used to accelerate neural networks on edge devices. However, reliability issues in memristors, such as stuck-at faults (SAF) and variations, lead to weight deviation of neural networks and therefore have a severe influence on inference accuracy. In this work, we focus on the reliability issues in memristors for edge devices. We formulate the reliability problem as a 0–1 programming problem, based on the analysis of sum weight variation (SWV) . In order to solve the problem, we simplify the problem with an approximation - different columns have the same weights, based on our observation of the weight distribution. Then we propose an effective mapping method to solve the simplified problem. We evaluate our proposed method with two neural network applications on two datasets. The experimental results on the classification application show that our proposed method can recover 95% accuracy considering SAF defects and can increase by up to 60% accuracy with variation σ =0.4. The results of the neural rendering application show that our proposed method can prevent render quality reduction." @default.
• W4322007931 created "2023-02-26" @default.
• W4322007931 creator A5034448506 @default.
• W4322007931 creator A5081772659 @default.
• W4322007931 creator A5087435778 @default.
• W4322007931 date "2023-04-30" @default.
• W4322007931 modified "2023-09-27" @default.
• W4322007931 title "A Mapping Method Tolerating SAF and Variation for Memristor Crossbar Array Based Neural Network Inference on Edge Devices" @default.
• W4322007931 cites W2027342132 @default.
• W4322007931 cites W2056507634 @default.
• W4322007931 cites W2112181056 @default.
• W4322007931 cites W2123151033 @default.
• W4322007931 cites W2143483829 @default.
• W4322007931 cites W2197375212 @default.
• W4322007931 cites W2399958287 @default.
• W4322007931 cites W2612375349 @default.
• W4322007931 cites W2625840880 @default.
• W4322007931 cites W2735426554 @default.
• W4322007931 cites W2768104155 @default.
• W4322007931 cites W2786027963 @default.
• W4322007931 cites W2802745381 @default.
• W4322007931 cites W2810068957 @default.
• W4322007931 cites W2909534142 @default.
• W4322007931 cites W2909800597 @default.
• W4322007931 cites W2946591837 @default.
• W4322007931 cites W2976364148 @default.
• W4322007931 cites W2978384356 @default.
• W4322007931 cites W2998758749 @default.
• W4322007931 cites W3004127905 @default.
• W4322007931 cites W3045086295 @default.
• W4322007931 cites W3081302630 @default.
• W4322007931 cites W3090340999 @default.
• W4322007931 cites W3091835145 @default.
• W4322007931 cites W3109300165 @default.
• W4322007931 cites W3111847369 @default.
• W4322007931 cites W4200150166 @default.
• W4322007931 cites W4243519499 @default.
• W4322007931 cites W4245731639 @default.
• W4322007931 doi "https://doi.org/10.1145/3585518" @default.
• W4322007931 hasPublicationYear "2023" @default.
• W4322007931 type Work @default.
• W4322007931 citedByCount "0" @default.
• W4322007931 crossrefType "journal-article" @default.
• W4322007931 hasAuthorship W4322007931A5034448506 @default.
• W4322007931 hasAuthorship W4322007931A5081772659 @default.
• W4322007931 hasAuthorship W4322007931A5087435778 @default.
• W4322007931 hasBestOaLocation W43220079311 @default.
• W4322007931 hasConcept C113775141 @default.
• W4322007931 hasConcept C11413529 @default.
• W4322007931 hasConcept C121332964 @default.
• W4322007931 hasConcept C127413603 @default.
• W4322007931 hasConcept C150072547 @default.
• W4322007931 hasConcept C154945302 @default.
• W4322007931 hasConcept C162307627 @default.
• W4322007931 hasConcept C163258240 @default.
• W4322007931 hasConcept C205711294 @default.
• W4322007931 hasConcept C24326235 @default.
• W4322007931 hasConcept C2776214188 @default.
• W4322007931 hasConcept C29984679 @default.
• W4322007931 hasConcept C41008148 @default.
• W4322007931 hasConcept C43214815 @default.
• W4322007931 hasConcept C50644808 @default.
• W4322007931 hasConcept C62520636 @default.
• W4322007931 hasConcept C76155785 @default.
• W4322007931 hasConceptScore W4322007931C113775141 @default.
• W4322007931 hasConceptScore W4322007931C11413529 @default.
• W4322007931 hasConceptScore W4322007931C121332964 @default.
• W4322007931 hasConceptScore W4322007931C127413603 @default.
• W4322007931 hasConceptScore W4322007931C150072547 @default.
• W4322007931 hasConceptScore W4322007931C154945302 @default.
• W4322007931 hasConceptScore W4322007931C162307627 @default.
• W4322007931 hasConceptScore W4322007931C163258240 @default.
• W4322007931 hasConceptScore W4322007931C205711294 @default.
• W4322007931 hasConceptScore W4322007931C24326235 @default.
• W4322007931 hasConceptScore W4322007931C2776214188 @default.
• W4322007931 hasConceptScore W4322007931C29984679 @default.
• W4322007931 hasConceptScore W4322007931C41008148 @default.
• W4322007931 hasConceptScore W4322007931C43214815 @default.
• W4322007931 hasConceptScore W4322007931C50644808 @default.
• W4322007931 hasConceptScore W4322007931C62520636 @default.
• W4322007931 hasConceptScore W4322007931C76155785 @default.
• W4322007931 hasIssue "2" @default.
• W4322007931 hasLocation W43220079311 @default.
• W4322007931 hasOpenAccess W4322007931 @default.
• W4322007931 hasPrimaryLocation W43220079311 @default.
• W4322007931 hasRelatedWork W2001480795 @default.
• W4322007931 hasRelatedWork W2556583623 @default.
• W4322007931 hasRelatedWork W2605257365 @default.
• W4322007931 hasRelatedWork W2625840880 @default.
• W4322007931 hasRelatedWork W2951280857 @default.
• W4322007931 hasRelatedWork W3159220570 @default.
• W4322007931 hasRelatedWork W3211724015 @default.
• W4322007931 hasRelatedWork W4226434281 @default.
• W4322007931 hasRelatedWork W4313015604 @default.
• W4322007931 hasRelatedWork W4313138950 @default.
• W4322007931 hasVolume "19" @default.
• W4322007931 isParatext "false" @default.
• W4322007931 isRetracted "false" @default.

• next