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[Preprint]. 2024 May 13:arXiv:2405.08217v1. [Version 1]

Table 2:

The Spearman correlation of predicted data values and artificial sample noise rates. The top performing method for each row is bolded; mean ± std.

Dataset Learning DVGS DSHAP DVRL LOO RANDOM
adult supervised 0.225 ± 0.061 0.130 ± 0.091 0.159 ± 0.074 0.022 ± 0.076 −0.007 ± 0.026
blog supervised 0.106 ± 0.077 0.086 ± 0.074 0.100 ± 0.344 0.045 ± 0.078 0.011 ± 0.054
cifar10 supervised 0.402 ± 0.081 NA 0.358 ± 0.103 NA 0.000 ± 0.018
cifar10 unsupervised 0.757 ± 0.131 NA NA NA 0.003 ± 0.014
lincs (APC>0.5) unsupervised 0.505 ± 0.018 NA NA NA NA