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ResearchFormerly WizWand

Image Classification on CIFAR-10-C continual temporal streams 1.0 (test)

76.11Top-1 AccuracyNorm
7.605225.390143.17560.9599May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
NormMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0576.11
RoTTAMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0573.9
NOTEMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0572.75
NormMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0572.63
NormMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0572.5
NormMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0571.49
NOTEMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0570.97
NormMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0570.26
NOTEMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0570.26
NormMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0569.83
RoTTAMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0569.66
NOTEMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0569.34
RoTTAMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0569.23
RoTTAMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0568.85
RoTTAMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0566.47
RoTTAMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0566.3
NOTEMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0565.18
NOTEMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0560.47
SourceMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=None2026.0556.49
NOTEMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0554.2
NormMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0550.5
RoTTAMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0550.14
RoTTAMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0540.33
SARMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0524.86
NormMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0524.75
EATAMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0524.71
SARMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0523.13
SARMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0523.11
SARMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0523.01
SARMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.96
SARMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.96
SARMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.96
SARMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.96
EATAMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.96
EATAMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.96
EATAMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.95
EATAMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.95
EATAMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.95
EATAMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.94
EATAMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.9
NOTEMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.78
CoTTAMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.58
CoTTAMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.56
CoTTAMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.5
CoTTAMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.42
CoTTAMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0522.11
CoTTAMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0521.76
CoTTAMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0521.6
CoTTAMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0520.81
SHOTMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0516.75
TENTMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0515.7
TENTMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0515.61
PLMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0515.55
PLMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0515.44
SHOTMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0515.12
TENTMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0515.04
SHOTMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0514.84
TENTMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0514.8
PLMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0514.43
SHOTMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0514.04
SHOTMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0513.95
TENTMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0513.88
SHOTMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0513.47
PLMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0513.21
TENTMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0513.16
PLMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0513.16
SHOTMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0512.61
SHOTMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0512.54
TENTMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0512.42
TENTMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0512.41
EnergyMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0512.37
PLMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0512.1
EnergyMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0511.34
EnergyMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0511.3
PLMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0511.18
EnergyMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0511.16
EnergyMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0511.1
EnergyMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0510.87
EnergyMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0510.74
EnergyMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0510.36
PLMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.0510.24