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ResearchFormerly WizWand

Class-Incremental Learning on EMBER Class-IL

88.5Average AccuracyJoint
5.50827.05448.670.146May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
JointDescription=offline training on cumulative data; upper bound2026.0588.5
FreeMOCALambda setting=Adap. Layerwise λ, Interpolation type=Linear2026.0566.3
FreeMOCALambda setting=Fixed λ = 0.6, Interpolation type=Linear2026.0565.2
FreeMOCALambda setting=Fixed λ = 0.6, Interpolation type=Spline2026.0565.2
FreeMOCALambda setting=Fixed λ = 0.6, Interpolation type=Polynomial2026.0565.2
WSC2026.0564.1
FreeMOCALambda setting=Adap. Layerwise λ, Interpolation type=Polynomial2026.0563.8
FreeMOCALambda setting=Adap. Layerwise λ, Interpolation type=Spline2026.0563.5
CLeWI2026.0560.1
iCaRL2026.0555.6
MalCL2026.0554.5
TAMiL2026.0533.2
ER2026.0526.9
BI-R2026.0526.8
GR2026.0526.6
EWC2026.0525.6
NoneDescription=fine-tuning only; lower bound2026.0522.9
LwF2026.0510.7
SI2026.058.7