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ResearchFormerly WizWand

Online Class-Incremental Learning on Split-MNIST

94Final Mean AccuracySQDA
15.16835.63456.176.566May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SQDAType=Non-tree baseline2026.0594
SQDAProtocol=Online CIL (single-pass)2026.0594
PECType=Exemplar-free baseline2026.0589.8
PECProtocol=Online CIL (single-pass)2026.0589.8
VFDTProtocol=No-reset CIL-adapted2026.0587.4
VFDTProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0587.4
MIST-GProtocol=Online CIL2026.0586.3
MIST-GProtocol=Online CIL (single-pass)2026.0586.3
MIST-GProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0586.3
SLDAType=Non-tree baseline2026.0585.4
SLDAProtocol=Online CIL (single-pass)2026.0585.4
RutkowskiProtocol=No-reset CIL-adapted2026.0585.1
RutkowskiProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0585.1
RLSType=Non-tree baseline2026.0581.8
RLSProtocol=Online CIL (single-pass)2026.0581.8
NCMType=Non-tree baseline2026.0579.4
NCMProtocol=Online CIL (single-pass)2026.0579.4
ARFTrees=10, Drift detection=Disabled2026.0578.2
ARF-NRProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass, Ensemble Size=10 trees, Drift Detection=Disabled2026.0578.2
MIST-KProtocol=Online CIL2026.0577.2
MIST-KProtocol=Online CIL (single-pass)2026.0577.2
MIST-KProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0577.2
HATVariant=No-reset (NR)2026.0532.4
HAT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0532.4
EFDTVariant=No-reset (NR)2026.0518.2
EFDT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0518.2