On the Role of Temporal Granularity in the Robustness of Spiking Neural Networks
Mengting Xu, Shi Gu, Peng Lin et al.
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Robust Spiking Neural Networks by Temporal Mutual Information
This work revisits SNN robustness from an information-theoretic perspective and reveals the pivotal role of temporal characteristics, and proposes a Temporal Mutual Information (TMI) regularizer that explicitly exploits temporal characteristics to enhance robustness.
Mengting Xu, Shi Gu, Peng Lin et al.
· 0 citations