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Open access Aug 2026

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.

N. T. Luu, Trung Duong Trung Luu, N. Pham et al. · 0 citations