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log_RST-AWP_cifar10_linf_WRN28-10.txt
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log_RST-AWP_cifar10_linf_WRN28-10.txt
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initial accuracy: 88.25%
apgd-ce - 1/35 - 79 out of 256 successfully perturbed
apgd-ce - 2/35 - 73 out of 256 successfully perturbed
apgd-ce - 3/35 - 71 out of 256 successfully perturbed
apgd-ce - 4/35 - 61 out of 256 successfully perturbed
apgd-ce - 5/35 - 70 out of 256 successfully perturbed
apgd-ce - 6/35 - 79 out of 256 successfully perturbed
apgd-ce - 7/35 - 80 out of 256 successfully perturbed
apgd-ce - 8/35 - 62 out of 256 successfully perturbed
apgd-ce - 9/35 - 74 out of 256 successfully perturbed
apgd-ce - 10/35 - 78 out of 256 successfully perturbed
apgd-ce - 11/35 - 71 out of 256 successfully perturbed
apgd-ce - 12/35 - 66 out of 256 successfully perturbed
apgd-ce - 13/35 - 71 out of 256 successfully perturbed
apgd-ce - 14/35 - 73 out of 256 successfully perturbed
apgd-ce - 15/35 - 56 out of 256 successfully perturbed
apgd-ce - 16/35 - 76 out of 256 successfully perturbed
apgd-ce - 17/35 - 65 out of 256 successfully perturbed
apgd-ce - 18/35 - 80 out of 256 successfully perturbed
apgd-ce - 19/35 - 70 out of 256 successfully perturbed
apgd-ce - 20/35 - 73 out of 256 successfully perturbed
apgd-ce - 21/35 - 71 out of 256 successfully perturbed
apgd-ce - 22/35 - 70 out of 256 successfully perturbed
apgd-ce - 23/35 - 75 out of 256 successfully perturbed
apgd-ce - 24/35 - 77 out of 256 successfully perturbed
apgd-ce - 25/35 - 69 out of 256 successfully perturbed
apgd-ce - 26/35 - 76 out of 256 successfully perturbed
apgd-ce - 27/35 - 72 out of 256 successfully perturbed
apgd-ce - 28/35 - 64 out of 256 successfully perturbed
apgd-ce - 29/35 - 93 out of 256 successfully perturbed
apgd-ce - 30/35 - 69 out of 256 successfully perturbed
apgd-ce - 31/35 - 76 out of 256 successfully perturbed
apgd-ce - 32/35 - 64 out of 256 successfully perturbed
apgd-ce - 33/35 - 76 out of 256 successfully perturbed
apgd-ce - 34/35 - 75 out of 256 successfully perturbed
apgd-ce - 35/35 - 34 out of 121 successfully perturbed
robust accuracy after APGD-CE: 63.36% (total time 1539.8 s)
apgd-t - 1/25 - 14 out of 256 successfully perturbed
apgd-t - 2/25 - 12 out of 256 successfully perturbed
apgd-t - 3/25 - 12 out of 256 successfully perturbed
apgd-t - 4/25 - 18 out of 256 successfully perturbed
apgd-t - 5/25 - 16 out of 256 successfully perturbed
apgd-t - 6/25 - 10 out of 256 successfully perturbed
apgd-t - 7/25 - 12 out of 256 successfully perturbed
apgd-t - 8/25 - 13 out of 256 successfully perturbed
apgd-t - 9/25 - 11 out of 256 successfully perturbed
apgd-t - 10/25 - 19 out of 256 successfully perturbed
apgd-t - 11/25 - 16 out of 256 successfully perturbed
apgd-t - 12/25 - 13 out of 256 successfully perturbed
apgd-t - 13/25 - 12 out of 256 successfully perturbed
apgd-t - 14/25 - 12 out of 256 successfully perturbed
apgd-t - 15/25 - 18 out of 256 successfully perturbed
apgd-t - 16/25 - 9 out of 256 successfully perturbed
apgd-t - 17/25 - 14 out of 256 successfully perturbed
apgd-t - 18/25 - 11 out of 256 successfully perturbed
apgd-t - 19/25 - 11 out of 256 successfully perturbed
apgd-t - 20/25 - 12 out of 256 successfully perturbed
apgd-t - 21/25 - 18 out of 256 successfully perturbed
apgd-t - 22/25 - 20 out of 256 successfully perturbed
apgd-t - 23/25 - 18 out of 256 successfully perturbed
apgd-t - 24/25 - 8 out of 256 successfully perturbed
apgd-t - 25/25 - 3 out of 192 successfully perturbed
robust accuracy after APGD-T: 60.04% (total time 11134.4 s)
fab-t - 1/24 - 0 out of 256 successfully perturbed
fab-t - 2/24 - 0 out of 256 successfully perturbed
fab-t - 3/24 - 0 out of 256 successfully perturbed
fab-t - 4/24 - 0 out of 256 successfully perturbed
fab-t - 5/24 - 0 out of 256 successfully perturbed
fab-t - 6/24 - 0 out of 256 successfully perturbed
fab-t - 7/24 - 0 out of 256 successfully perturbed
fab-t - 8/24 - 0 out of 256 successfully perturbed
fab-t - 9/24 - 0 out of 256 successfully perturbed
fab-t - 10/24 - 0 out of 256 successfully perturbed
fab-t - 11/24 - 0 out of 256 successfully perturbed
fab-t - 12/24 - 0 out of 256 successfully perturbed
fab-t - 13/24 - 0 out of 256 successfully perturbed
fab-t - 14/24 - 0 out of 256 successfully perturbed
fab-t - 15/24 - 0 out of 256 successfully perturbed
fab-t - 16/24 - 0 out of 256 successfully perturbed
fab-t - 17/24 - 0 out of 256 successfully perturbed
fab-t - 18/24 - 0 out of 256 successfully perturbed
fab-t - 19/24 - 0 out of 256 successfully perturbed
fab-t - 20/24 - 0 out of 256 successfully perturbed
fab-t - 21/24 - 0 out of 256 successfully perturbed
fab-t - 22/24 - 0 out of 256 successfully perturbed
fab-t - 23/24 - 0 out of 256 successfully perturbed
fab-t - 24/24 - 0 out of 116 successfully perturbed
robust accuracy after FAB-T: 60.04% (total time 23592.7 s)
square - 1/24 - 0 out of 256 successfully perturbed
square - 2/24 - 0 out of 256 successfully perturbed
square - 3/24 - 0 out of 256 successfully perturbed
square - 4/24 - 0 out of 256 successfully perturbed
square - 5/24 - 0 out of 256 successfully perturbed
square - 6/24 - 0 out of 256 successfully perturbed
square - 7/24 - 0 out of 256 successfully perturbed
square - 8/24 - 0 out of 256 successfully perturbed
square - 9/24 - 0 out of 256 successfully perturbed
square - 10/24 - 0 out of 256 successfully perturbed
square - 11/24 - 0 out of 256 successfully perturbed
square - 12/24 - 0 out of 256 successfully perturbed
square - 13/24 - 0 out of 256 successfully perturbed
square - 14/24 - 0 out of 256 successfully perturbed
square - 15/24 - 0 out of 256 successfully perturbed
square - 16/24 - 0 out of 256 successfully perturbed
square - 17/24 - 0 out of 256 successfully perturbed
square - 18/24 - 0 out of 256 successfully perturbed
square - 19/24 - 0 out of 256 successfully perturbed
square - 20/24 - 0 out of 256 successfully perturbed
square - 21/24 - 0 out of 256 successfully perturbed
square - 22/24 - 0 out of 256 successfully perturbed
square - 23/24 - 0 out of 256 successfully perturbed
square - 24/24 - 0 out of 116 successfully perturbed
robust accuracy after SQUARE: 60.04% (total time 38061.4 s)
max Linf perturbation: 0.03137, nan in tensor: 0, max: 1.00000, min: 0.00000
robust accuracy: 60.04%