Matches in SemOpenAlex for { <https://semopenalex.org/work/W3206862616> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W3206862616 abstract "The field of neuromorphic computing is in a period of active exploration. While many tools have been developed to simulate neuronal dynamics or convert deep networks to spiking models, general software libraries for learning rules remain underexplored. This is partly due to the diverse, challenging nature of efforts to design new learning rules, which range from encoding methods to gradient approximations, from population approaches that mimic the Bayesian brain to constrained learning algorithms deployed on memristor crossbars. To address this gap, we present Neko, a modular, extensible library with a focus on aiding the design of new learning algorithms. We demonstrate the utility of Neko in three exemplar cases: online local learning, probabilistic learning, and analog on-device learning. Our results show that Neko can replicate the state-of-the-art algorithms and, in one case, lead to significant outperformance in accuracy and speed. Further, it offers tools including gradient comparison that can help develop new algorithmic variants. Neko is an open source Python library that supports PyTorch and TensorFlow backends." @default.
- W3206862616 created "2021-10-25" @default.
- W3206862616 creator A5021501780 @default.
- W3206862616 creator A5045490083 @default.
- W3206862616 creator A5049471852 @default.
- W3206862616 creator A5049577134 @default.
- W3206862616 creator A5053682943 @default.
- W3206862616 date "2021-07-27" @default.
- W3206862616 modified "2023-09-26" @default.
- W3206862616 title "Neko: a Library for Exploring Neuromorphic Learning Rules" @default.
- W3206862616 cites W1615659442 @default.
- W3206862616 cites W2021383442 @default.
- W3206862616 cites W2057291289 @default.
- W3206862616 cites W2065125569 @default.
- W3206862616 cites W2087861759 @default.
- W3206862616 cites W2159543793 @default.
- W3206862616 cites W2513853720 @default.
- W3206862616 cites W2751543632 @default.
- W3206862616 cites W2775079417 @default.
- W3206862616 cites W2792794651 @default.
- W3206862616 cites W2800613970 @default.
- W3206862616 cites W2941300701 @default.
- W3206862616 cites W2969331319 @default.
- W3206862616 cites W2969774045 @default.
- W3206862616 cites W2984844508 @default.
- W3206862616 cites W3016391357 @default.
- W3206862616 cites W3043133474 @default.
- W3206862616 cites W3099743262 @default.
- W3206862616 cites W3106455851 @default.
- W3206862616 cites W3135825807 @default.
- W3206862616 doi "https://doi.org/10.1145/3477145.3477155" @default.
- W3206862616 hasPublicationYear "2021" @default.
- W3206862616 type Work @default.
- W3206862616 sameAs 3206862616 @default.
- W3206862616 citedByCount "1" @default.
- W3206862616 countsByYear W32068626162023 @default.
- W3206862616 crossrefType "proceedings-article" @default.
- W3206862616 hasAuthorship W3206862616A5021501780 @default.
- W3206862616 hasAuthorship W3206862616A5045490083 @default.
- W3206862616 hasAuthorship W3206862616A5049471852 @default.
- W3206862616 hasAuthorship W3206862616A5049577134 @default.
- W3206862616 hasAuthorship W3206862616A5053682943 @default.
- W3206862616 hasBestOaLocation W32068626162 @default.
- W3206862616 hasConcept C101468663 @default.
- W3206862616 hasConcept C108583219 @default.
- W3206862616 hasConcept C119857082 @default.
- W3206862616 hasConcept C151927369 @default.
- W3206862616 hasConcept C154945302 @default.
- W3206862616 hasConcept C174348530 @default.
- W3206862616 hasConcept C190502265 @default.
- W3206862616 hasConcept C199360897 @default.
- W3206862616 hasConcept C31258907 @default.
- W3206862616 hasConcept C41008148 @default.
- W3206862616 hasConcept C49937458 @default.
- W3206862616 hasConcept C50644808 @default.
- W3206862616 hasConcept C519991488 @default.
- W3206862616 hasConceptScore W3206862616C101468663 @default.
- W3206862616 hasConceptScore W3206862616C108583219 @default.
- W3206862616 hasConceptScore W3206862616C119857082 @default.
- W3206862616 hasConceptScore W3206862616C151927369 @default.
- W3206862616 hasConceptScore W3206862616C154945302 @default.
- W3206862616 hasConceptScore W3206862616C174348530 @default.
- W3206862616 hasConceptScore W3206862616C190502265 @default.
- W3206862616 hasConceptScore W3206862616C199360897 @default.
- W3206862616 hasConceptScore W3206862616C31258907 @default.
- W3206862616 hasConceptScore W3206862616C41008148 @default.
- W3206862616 hasConceptScore W3206862616C49937458 @default.
- W3206862616 hasConceptScore W3206862616C50644808 @default.
- W3206862616 hasConceptScore W3206862616C519991488 @default.
- W3206862616 hasLocation W32068626161 @default.
- W3206862616 hasLocation W32068626162 @default.
- W3206862616 hasOpenAccess W3206862616 @default.
- W3206862616 hasPrimaryLocation W32068626161 @default.
- W3206862616 hasRelatedWork W2167735388 @default.
- W3206862616 hasRelatedWork W2597787948 @default.
- W3206862616 hasRelatedWork W2904174853 @default.
- W3206862616 hasRelatedWork W2904372345 @default.
- W3206862616 hasRelatedWork W2947175736 @default.
- W3206862616 hasRelatedWork W2951786554 @default.
- W3206862616 hasRelatedWork W3132360532 @default.
- W3206862616 hasRelatedWork W3186840088 @default.
- W3206862616 hasRelatedWork W4287064118 @default.
- W3206862616 hasRelatedWork W4309224979 @default.
- W3206862616 isParatext "false" @default.
- W3206862616 isRetracted "false" @default.
- W3206862616 magId "3206862616" @default.
- W3206862616 workType "article" @default.