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Image Classification on CIFAR-10 (test) (Accuracy and Backprop Difference)

86.98AccuracyE2E BP
53.9662.532571.10579.6775Jan 29, 2026

Evaluation results

MethodLinks
E2E BPArch=DeepHebb2026.0186.98—
GHLArch=DeepHebb2026.0186.41-0.57
E2E BPArch=FastHebb2026.0184.71—
GHLArch=FastHebb2026.0183.96-0.75
SoftHebbArch=DeepHebb2026.0180.36-6.62
HPCA-FHArch=FastHebb2026.0167.73-16.98
SWTA-FHArch=FastHebb2026.0155.23-29.48