ResearchBenchmarksContinual Learning on CIFAR-10 Split (test)Continual Learning on CIFAR-10 Split (test)Follow79.3Mean BWTOGD-3.36211218.09824439.558661.018956Dec 17, 2025Dec 25, 2025Jan 3, 2026Jan 12, 2026Jan 21, 2026Jan 30, 2026Feb 8, 2026Evaluation resultsMethodMethodLinksMean BWTForgetting ReductionOGDBackbone=Simple CNNBackbone=Simple CNN2026.0279.3—SFAOBackbone=Simple CNNBackbone=Simple CNN2026.0276.5—SIBackbone=Simple CNNBackbone=Simple CNN2026.0270.2—SGDBackbone=Simple CNNBackbone=Simple CNN2026.0249.5—EWCBackbone=Simple CNNBackbone=Simple CNN2026.0220.6—SSDNeurons per layer=1000...Neurons per layer=10000, K=102025.12-0.123432.5SDMLPNeurons per layer=1000...Neurons per layer=10000, K=102025.12-0.1828—