Title | ||
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ASP: Learning to Forget with Adaptive Synaptic Plasticity in Spiking Neural Networks. |
Abstract | ||
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A fundamental feature of learning in animals is the “ability to forget” that allows an organism to perceive, model, and make decisions from disparate streams of information and adapt to changing environments. Against this backdrop, we present a novel unsupervised learning mechanism adaptive synaptic plasticity (ASP) for improved recognition with spiking neural networks (SNNs) for real time online ... |
Year | DOI | Venue |
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2018 | 10.1109/JETCAS.2017.2769684 | IEEE Journal on Emerging and Selected Topics in Circuits and Systems |
Keywords | DocType | Volume |
Adaptation models,Pattern recognition,Biological neural networks,Unsupervised learning | Journal | 8 |
Issue | ISSN | Citations |
1 | 2156-3357 | 4 |
PageRank | References | Authors |
0.45 | 7 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Priyadarshini Panda | 1 | 42 | 7.40 |
Jason M. Allred | 2 | 9 | 1.87 |
Shriram Ramanathan | 3 | 7 | 1.57 |
Kaushik Roy | 4 | 7093 | 822.19 |