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ResearchFormerly WizWand

Sampling on CIFAR-10

0.3Sampling Time (s)SETS
-362.3682,085.6414,533.656,981.659Jul 18, 2019Aug 16, 2020Sep 15, 2021Oct 15, 2022Nov 14, 2023Dec 13, 2024Jan 12, 2026
Updated 8mo ago

Evaluation results

MethodLinks
SETSSelection size=b=3%2026.010.3
SETSSelection size=b=5%2026.010.5
SETSSelection size=b=7%2026.011
CBD-based selectionSelection size=b=3%2026.012
CBD-based selectionSelection size=b=5%2026.012
CBD-based selectionSelection size=b=7%2026.012
CBD-based selectionSelection size=b=10%2026.012
CBD-based selectionSelection size=b=15%2026.012
MarginSelection size=b=3%2026.012
MarginSelection size=b=5%2026.012
MarginSelection size=b=7%2026.012
MarginSelection size=b=10%2026.012
MarginSelection size=b=15%2026.012
MarginSelection size=b=20%2026.012
SETSSelection size=b=10%2026.012
CBD-based selectionSelection size=b=20%2026.013
DATISSelection size=b=3%2026.015
DATISSelection size=b=5%2026.015
DATISSelection size=b=7%2026.015
DATISSelection size=b=10%2026.015
DATISSelection size=b=15%2026.015
DATISSelection size=b=20%2026.015
SETSSelection size=b=15%2026.015
SETSSelection size=b=20%2026.0112
RTSSelection size=b=3%2026.0172
RTSSelection size=b=5%2026.0172
RTSSelection size=b=7%2026.0172
RTSSelection size=b=10%2026.0172
RTSSelection size=b=15%2026.0172
RTSSelection size=b=20%2026.0172
i-ResNetNumber of iterations=100, Number of samples=64, Hardware=NVIDIA TITAN Xp2019.0799.41
MintNetNumber of iterations=120, Number of samples=64, Hardware=NVIDIA TITAN Xp2019.07117.83
DeepGDSelection size=b=3%2026.01959
DeepGDSelection size=b=5%2026.011,341
DeepGDSelection size=b=7%2026.011,966
AutoregressiveNumber of iterations=1, Number of samples=64, Hardware=NVIDIA TITAN Xp2019.072,889.64
DeepGDSelection size=b=10%2026.013,476
DeepGDSelection size=b=15%2026.015,293
DeepGDSelection size=b=20%2026.019,067