2604.00739 Spiking Neural Network Accuracy-Latency Tradeoffs Exhibit a Discontinuity at Critical Firing Rate
SNNs promise energy efficiency via sparse spike trains, but accuracy requires sufficient timesteps, creating a latency-accuracy tradeoff. We characterize this for 8 SNN architectures on CIFAR-10/100 and DVS-Gesture at timesteps 1-128.