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EURASIP Journal on Information Security

Table 6 GPUs vs. CPU

From: Secure machine learning against adversarial samples at test time

 

Average

Standard deviation

Node

BIM

C&W

BIM

C&W

CPU

0.752

0.477

0.0088

0.01485

K40c

1.431

0.172

0.02139

0.01193

Titan V

1.453

0.098

0.00129

0.02398

Titan V + K40c (average)

1.442

0.135

0.01134

0.01795

Titan V + K40c (actual)

1.447

0.097

0.00151

0.01995

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