ResearchBenchmarksFew-Shot Class-Incremental Learning on CIFAR10-DVS (1-way 1-shot)Follow47.56Average AccuracySAFA-SNN30.254434.747239.2443.7328Oct 4, 2025Evaluation ResultsMethodMethodLinksAverage AccuracyLast Step AccuracyAccuracy (h)SAFA-SNNVersion=SNNVersion=SNN2025.1047.5636.96—SAFA-SNNTime Step=4, Backbone=...Time Step=4, Backbone=Spiking VGG-9, Param Size (M)=262.632025.1041.6735.6514.47TEENVersion=SNNVersion=SNN2025.1040.5734.6—SLTTTime Step=4, Backbone=...Time Step=4, Backbone=Spiking VGG-9, Param Size (M)=262.872025.1034.4626.610.87WARPVersion=SNNVersion=SNN2025.1030.9212.75—