Trung Duong Trung Luu

Why temporal spike order reversal drops spiking network accuracy and how to partially mitigate it

This study identifies a critical vulnerability in SNNs on recently established bit-based codes: consistent performance degradation when temporal spike encoding orders are reversed, and measures the per-timestep class-mutual-information profile of six encodings directly and shows that the resulting concordance ordering predicts the observed degradation.