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ResearchFormerly WizWand

Online Class-Incremental Learning on Covertype

69.4Final Mean AccuracyMIST-K
24.47236.13647.859.464May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MIST-KProtocol=Online CIL2026.0569.4
MIST-KProtocol=Online CIL (single-pass)2026.0569.4
MIST-KProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0569.4
SLDAType=Non-tree baseline2026.0567.3
SLDAProtocol=Online CIL (single-pass)2026.0567.3
RLSType=Non-tree baseline2026.0565.9
RLSProtocol=Online CIL (single-pass)2026.0565.9
PECType=Exemplar-free baseline2026.0565
PECProtocol=Online CIL (single-pass)2026.0565
VFDTProtocol=No-reset CIL-adapted2026.0560.5
VFDTProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0560.5
NCMType=Non-tree baseline2026.0560.3
NCMProtocol=Online CIL (single-pass)2026.0560.3
MIST-GProtocol=Online CIL2026.0555.9
RutkowskiProtocol=No-reset CIL-adapted2026.0555.9
MIST-GProtocol=Online CIL (single-pass)2026.0555.9
MIST-GProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0555.9
RutkowskiProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0555.9
SQDAType=Non-tree baseline2026.0552.8
SQDAProtocol=Online CIL (single-pass)2026.0552.8
ARFTrees=10, Drift detection=Disabled2026.0545.8
ARF-NRProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass, Ensemble Size=10 trees, Drift Detection=Disabled2026.0545.8
EFDTVariant=No-reset (NR)2026.0527.7
EFDT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0527.7
HATVariant=No-reset (NR)2026.0526.2
HAT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0526.2