CF-AMC-SSL, applying free adversarial training to 16-crop EMP-SSL, trains in 97 minutes versus 530 for robust EMP-SSL while improving PGD-8 robustness on CIFAR-10 from 28.49% to 33.34%.
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An Empirical Study of Accuracy-Robustness Tradeoff and Training Efficiency in Self-Supervised Learning
CF-AMC-SSL, applying free adversarial training to 16-crop EMP-SSL, trains in 97 minutes versus 530 for robust EMP-SSL while improving PGD-8 robustness on CIFAR-10 from 28.49% to 33.34%.