Enhancing spiking neural networks with hybrid top-down attention

HIGHLIGHTS

  • who: Rong Zhao from the Auckland University of Technology, Graz University of Technology, Austria have published the research work: Enhancing spiking neural networks with hybrid top-down attention, in the Journal: (JOURNAL)
  • what: The authors report a hybrid network model that enhances a feedforward SNN with top-down attention (HTDA). To address the direct learning of the top-down attention, the authors propose a general principle and a corresponding weaklysupervised objective for the attention map. The authors investigate the HTDA model on object recognition tasks and demonstrate that it has greater robustness to adversarial noise . . .

     

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