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Continual Learning on Split-MNIST (train test)

98.9AccuracyHyperNet Learned
13.135.37557.6579.925Mar 8, 2026

Evaluation results

MethodLinks
HyperNet LearnedParadigm=Cond. Regen. (Cctx ≫ 0)2026.0398.9095.2—
HyperNet OracleParadigm=Cond. Regen. (Cctx ≫ 0)2026.0398.8097.6—
CFlow (ODE)Paradigm=State Transform. (Cctx ≈ 0)2026.0392.46.10—
Experience ReplayParadigm=Replay (Cctx = 0)2026.0385.912.50—
LwFParadigm=State Protection (Cctx = 0)2026.0324.254.80—
EWCParadigm=State Protection (Cctx = 0)2026.0318.997.60—
NaiveSGDParadigm=State Protection (Cctx = 0)2026.0318.797.10—
SIParadigm=State Protection (Cctx = 0)2026.0316.497.10—