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ResearchFormerly WizWand

Accuracy Improvement on Cifar-10 (val)

92.68Avg Acc Improvement %CBD-based selection
26.130443.407760.68577.9623Jan 12, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CBD-based selectionSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.0192.68
CBD-based selectionSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.0186.48
CBD-based selectionSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.0182.06
CBD-based selectionSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.0173.23
MarginSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.0172.63
CBD-based selectionSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.0172.61
RTSSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.0169.36
DeepGDSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.0167.98
CBD-based selectionSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.0167.48
RTSSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.0166.4
DeepGDSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.0166.17
RTSSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.0164.68
RTSSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.0161.11
MarginSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.0158.12
DATISSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.0156.98
RTSSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.0155.8
DeepGDSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.0155.24
DeepGDSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.0154.98
DeepGDSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.0154.6
SETSSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.0154.32
MarginSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.0153.76
DATISSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.0151.94
SETSSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.0150.49
MarginSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.0150.48
MarginSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.0150.42
SETSSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.0149.85
MarginSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.0147.15
DeepGDSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.0145.7
SETSSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.0145.12
SETSSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.0144.24
SETSSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.0136.06
DATISSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.0135.45
DATISSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.0134.87
RTSSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.0134.19
DATISSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.0132.72
DATISSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.0128.69