Matches in SemOpenAlex for { <https://semopenalex.org/work/W3195208689> ?p ?o ?g. }
- W3195208689 endingPage "2" @default.
- W3195208689 startingPage "1" @default.
- W3195208689 abstract "Learning from a few examples (one/few-shot learning) on the fly is a key challenge for on-device machine intelligence. We present the first chip-level demonstration of one-shot learning using a 2T-2R resistive RAM (RRAM) non-volatile associative memory (AM) as the backend of memory-augmented neural networks (MANNs). The 64-kbit fully integrated RRAM-CMOS AM core (0.2 mm2 at 40 nm node) enables long-term feature embedding and retrieval, demonstrated in a challenging 32-way one-shot learning task using Omniglot dataset. Using only one example per class for 32 unseen classes during on-chip learning, our AM chip achieves ~72% measured inference accuracy on Omniglot as the first chip accuracy report compared to software accuracy (~82%), while reaching 118 GOPS/W for in-memory L1 distance computation and prediction." @default.
- W3195208689 created "2021-08-30" @default.
- W3195208689 creator A5009672380 @default.
- W3195208689 creator A5029554261 @default.
- W3195208689 creator A5051643020 @default.
- W3195208689 creator A5057049857 @default.
- W3195208689 creator A5077625103 @default.
- W3195208689 creator A5078680554 @default.
- W3195208689 creator A5080450473 @default.
- W3195208689 creator A5081562363 @default.
- W3195208689 creator A5085579143 @default.
- W3195208689 date "2021-06-13" @default.
- W3195208689 modified "2023-09-28" @default.
- W3195208689 title "One-Shot Learning with Memory-Augmented Neural Networks Using a 64-kbit, 118 GOPS/W RRAM-Based Non-Volatile Associative Memory" @default.
- W3195208689 hasPublicationYear "2021" @default.
- W3195208689 type Work @default.
- W3195208689 sameAs 3195208689 @default.
- W3195208689 citedByCount "0" @default.
- W3195208689 crossrefType "proceedings-article" @default.
- W3195208689 hasAuthorship W3195208689A5009672380 @default.
- W3195208689 hasAuthorship W3195208689A5029554261 @default.
- W3195208689 hasAuthorship W3195208689A5051643020 @default.
- W3195208689 hasAuthorship W3195208689A5057049857 @default.
- W3195208689 hasAuthorship W3195208689A5077625103 @default.
- W3195208689 hasAuthorship W3195208689A5078680554 @default.
- W3195208689 hasAuthorship W3195208689A5080450473 @default.
- W3195208689 hasAuthorship W3195208689A5081562363 @default.
- W3195208689 hasAuthorship W3195208689A5085579143 @default.
- W3195208689 hasConcept C119599485 @default.
- W3195208689 hasConcept C119857082 @default.
- W3195208689 hasConcept C125411270 @default.
- W3195208689 hasConcept C127413603 @default.
- W3195208689 hasConcept C154945302 @default.
- W3195208689 hasConcept C165005293 @default.
- W3195208689 hasConcept C165801399 @default.
- W3195208689 hasConcept C173608175 @default.
- W3195208689 hasConcept C178790620 @default.
- W3195208689 hasConcept C182019814 @default.
- W3195208689 hasConcept C185592680 @default.
- W3195208689 hasConcept C201995342 @default.
- W3195208689 hasConcept C26517878 @default.
- W3195208689 hasConcept C2776214188 @default.
- W3195208689 hasConcept C2778344882 @default.
- W3195208689 hasConcept C2780451532 @default.
- W3195208689 hasConcept C2781357197 @default.
- W3195208689 hasConcept C38652104 @default.
- W3195208689 hasConcept C41008148 @default.
- W3195208689 hasConcept C50644808 @default.
- W3195208689 hasConcept C53442348 @default.
- W3195208689 hasConcept C62611344 @default.
- W3195208689 hasConcept C66938386 @default.
- W3195208689 hasConcept C76155785 @default.
- W3195208689 hasConcept C9390403 @default.
- W3195208689 hasConceptScore W3195208689C119599485 @default.
- W3195208689 hasConceptScore W3195208689C119857082 @default.
- W3195208689 hasConceptScore W3195208689C125411270 @default.
- W3195208689 hasConceptScore W3195208689C127413603 @default.
- W3195208689 hasConceptScore W3195208689C154945302 @default.
- W3195208689 hasConceptScore W3195208689C165005293 @default.
- W3195208689 hasConceptScore W3195208689C165801399 @default.
- W3195208689 hasConceptScore W3195208689C173608175 @default.
- W3195208689 hasConceptScore W3195208689C178790620 @default.
- W3195208689 hasConceptScore W3195208689C182019814 @default.
- W3195208689 hasConceptScore W3195208689C185592680 @default.
- W3195208689 hasConceptScore W3195208689C201995342 @default.
- W3195208689 hasConceptScore W3195208689C26517878 @default.
- W3195208689 hasConceptScore W3195208689C2776214188 @default.
- W3195208689 hasConceptScore W3195208689C2778344882 @default.
- W3195208689 hasConceptScore W3195208689C2780451532 @default.
- W3195208689 hasConceptScore W3195208689C2781357197 @default.
- W3195208689 hasConceptScore W3195208689C38652104 @default.
- W3195208689 hasConceptScore W3195208689C41008148 @default.
- W3195208689 hasConceptScore W3195208689C50644808 @default.
- W3195208689 hasConceptScore W3195208689C53442348 @default.
- W3195208689 hasConceptScore W3195208689C62611344 @default.
- W3195208689 hasConceptScore W3195208689C66938386 @default.
- W3195208689 hasConceptScore W3195208689C76155785 @default.
- W3195208689 hasConceptScore W3195208689C9390403 @default.
- W3195208689 hasOpenAccess W3195208689 @default.
- W3195208689 hasRelatedWork W1484941720 @default.
- W3195208689 hasRelatedWork W1506537199 @default.
- W3195208689 hasRelatedWork W1591666071 @default.
- W3195208689 hasRelatedWork W1983604042 @default.
- W3195208689 hasRelatedWork W2144188089 @default.
- W3195208689 hasRelatedWork W2603636614 @default.
- W3195208689 hasRelatedWork W2802142613 @default.
- W3195208689 hasRelatedWork W2897004326 @default.
- W3195208689 hasRelatedWork W2904788655 @default.
- W3195208689 hasRelatedWork W2933452742 @default.
- W3195208689 hasRelatedWork W2964810732 @default.
- W3195208689 hasRelatedWork W2965383127 @default.
- W3195208689 hasRelatedWork W2988640543 @default.
- W3195208689 hasRelatedWork W3013739639 @default.
- W3195208689 hasRelatedWork W3090254958 @default.
- W3195208689 hasRelatedWork W3118927099 @default.
- W3195208689 hasRelatedWork W3127045726 @default.
- W3195208689 hasRelatedWork W3185576717 @default.
- W3195208689 hasRelatedWork W3194132012 @default.