Matches in SemOpenAlex for { <https://semopenalex.org/work/W4321853730> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W4321853730 abstract "This paper shows that the heterogeneity in neuronal and synaptic dynamics reduces the spiking activity of a Recurrent Spiking Neural Network (RSNN) while improving prediction performance, enabling spike-efficient (unsupervised) learning. We analytically show that the diversity in neurons' integration/relaxation dynamics improves an RSNN's ability to learn more distinct input patterns (higher memory capacity), leading to improved classification and prediction performance. We further prove that heterogeneous Spike-Timing-Dependent-Plasticity (STDP) dynamics of synapses reduce spiking activity but preserve memory capacity. The analytical results motivate Heterogeneous RSNN design using Bayesian optimization to determine heterogeneity in neurons and synapses to improve $mathcal{E}$, defined as the ratio of spiking activity and memory capacity. The empirical results on time series classification and prediction tasks show that optimized HRSNN increases performance and reduces spiking activity compared to a homogeneous RSNN." @default.
- W4321853730 created "2023-02-25" @default.
- W4321853730 creator A5009591041 @default.
- W4321853730 creator A5084263822 @default.
- W4321853730 date "2023-02-22" @default.
- W4321853730 modified "2023-09-26" @default.
- W4321853730 title "Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles" @default.
- W4321853730 doi "https://doi.org/10.48550/arxiv.2302.11618" @default.
- W4321853730 hasPublicationYear "2023" @default.
- W4321853730 type Work @default.
- W4321853730 citedByCount "0" @default.
- W4321853730 crossrefType "posted-content" @default.
- W4321853730 hasAuthorship W4321853730A5009591041 @default.
- W4321853730 hasAuthorship W4321853730A5084263822 @default.
- W4321853730 hasBestOaLocation W43218537301 @default.
- W4321853730 hasConcept C114614502 @default.
- W4321853730 hasConcept C115903868 @default.
- W4321853730 hasConcept C11731999 @default.
- W4321853730 hasConcept C119857082 @default.
- W4321853730 hasConcept C145912823 @default.
- W4321853730 hasConcept C154945302 @default.
- W4321853730 hasConcept C15744967 @default.
- W4321853730 hasConcept C159919123 @default.
- W4321853730 hasConcept C169760540 @default.
- W4321853730 hasConcept C170493617 @default.
- W4321853730 hasConcept C185592680 @default.
- W4321853730 hasConcept C19417346 @default.
- W4321853730 hasConcept C2781390188 @default.
- W4321853730 hasConcept C33923547 @default.
- W4321853730 hasConcept C41008148 @default.
- W4321853730 hasConcept C50644808 @default.
- W4321853730 hasConcept C55493867 @default.
- W4321853730 hasConcept C66882249 @default.
- W4321853730 hasConcept C8038995 @default.
- W4321853730 hasConcept C98229152 @default.
- W4321853730 hasConceptScore W4321853730C114614502 @default.
- W4321853730 hasConceptScore W4321853730C115903868 @default.
- W4321853730 hasConceptScore W4321853730C11731999 @default.
- W4321853730 hasConceptScore W4321853730C119857082 @default.
- W4321853730 hasConceptScore W4321853730C145912823 @default.
- W4321853730 hasConceptScore W4321853730C154945302 @default.
- W4321853730 hasConceptScore W4321853730C15744967 @default.
- W4321853730 hasConceptScore W4321853730C159919123 @default.
- W4321853730 hasConceptScore W4321853730C169760540 @default.
- W4321853730 hasConceptScore W4321853730C170493617 @default.
- W4321853730 hasConceptScore W4321853730C185592680 @default.
- W4321853730 hasConceptScore W4321853730C19417346 @default.
- W4321853730 hasConceptScore W4321853730C2781390188 @default.
- W4321853730 hasConceptScore W4321853730C33923547 @default.
- W4321853730 hasConceptScore W4321853730C41008148 @default.
- W4321853730 hasConceptScore W4321853730C50644808 @default.
- W4321853730 hasConceptScore W4321853730C55493867 @default.
- W4321853730 hasConceptScore W4321853730C66882249 @default.
- W4321853730 hasConceptScore W4321853730C8038995 @default.
- W4321853730 hasConceptScore W4321853730C98229152 @default.
- W4321853730 hasLocation W43218537301 @default.
- W4321853730 hasLocation W43218537302 @default.
- W4321853730 hasOpenAccess W4321853730 @default.
- W4321853730 hasPrimaryLocation W43218537301 @default.
- W4321853730 hasRelatedWork W2556793986 @default.
- W4321853730 hasRelatedWork W2576162568 @default.
- W4321853730 hasRelatedWork W2700595004 @default.
- W4321853730 hasRelatedWork W2794685907 @default.
- W4321853730 hasRelatedWork W2939710518 @default.
- W4321853730 hasRelatedWork W2996497076 @default.
- W4321853730 hasRelatedWork W4283688984 @default.
- W4321853730 hasRelatedWork W4283692267 @default.
- W4321853730 hasRelatedWork W4312879958 @default.
- W4321853730 hasRelatedWork W4362654310 @default.
- W4321853730 isParatext "false" @default.
- W4321853730 isRetracted "false" @default.
- W4321853730 workType "article" @default.