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Hybrid Temporal-8-Bit Spike Coding for Spiking Neural Network Surrogate Training
This paper proposes a novel hybrid temporal-8-bit spike coding method that integrates bit-plane decompositions with temporal coding principles to enhance Spiking Neural Network (SNN) performance. It demonstrates competitive and often improved results on various computer vision benchmarks when trained with surrogate backpropagation.