List your company
ResearchFormerly WizWand

Online Class-Incremental Learning on Shuttle

78.3Final Mean AccuracyMIST-K
11.7429.0246.363.58May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MIST-KProtocol=Online CIL2026.0578.3
MIST-KProtocol=Online CIL (single-pass)2026.0578.3
MIST-KProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0578.3
SQDAType=Non-tree baseline2026.0577.4
SQDAProtocol=Online CIL (single-pass)2026.0577.4
MIST-GProtocol=Online CIL2026.0573.3
MIST-GProtocol=Online CIL (single-pass)2026.0573.3
MIST-GProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0573.3
NCMType=Non-tree baseline2026.0554.9
NCMProtocol=Online CIL (single-pass)2026.0554.9
SLDAType=Non-tree baseline2026.0552.9
SLDAProtocol=Online CIL (single-pass)2026.0552.9
RutkowskiProtocol=No-reset CIL-adapted2026.0552.7
RutkowskiProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0552.7
ARFTrees=10, Drift detection=Disabled2026.0544.4
ARF-NRProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass, Ensemble Size=10 trees, Drift Detection=Disabled2026.0544.4
PECType=Exemplar-free baseline2026.0542.1
PECProtocol=Online CIL (single-pass)2026.0542.1
VFDTProtocol=No-reset CIL-adapted2026.0541.7
VFDTProtocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0541.7
RLSType=Non-tree baseline2026.0535
RLSProtocol=Online CIL (single-pass)2026.0535
HATVariant=No-reset (NR)2026.0522
HAT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0522
EFDTVariant=No-reset (NR)2026.0514.3
EFDT (NR)Protocol=Online CIL, Reset Variant=No-reset, Data Retention=None, Number of passes=Single-pass2026.0514.3