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Benchmarks
Continual Image Classification on Split-CIFAR-10 (5 tasks, 2 classes)
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79.5
Accuracy
NestedCapsule Oracle
44.66
53.705
62.75
71.795
Mar 8, 2026
Accuracy
P5 Delta (pp)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
P5 Delta (pp)
NestedCapsule Oracle
Notes=+1.8pp over Hype...
2026.03
79.5
-
NestedCapsule Gradient Ctx
Notes=New SOTA
2026.03
78.5
-
HyperNet Oracle
Notes=One-hot task ID
2026.03
77.7
-
HyperNet Gradient Context
Notes=Oracle gap only...
2026.03
77
-77
HyperNet Learned (batch)
Notes=cos > 0.995 acro...
2026.03
54.4
-
SGD + Replay
Notes=Catastrophic for...
2026.03
46
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