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Alex Turner reposted
Some bonus GIFs from paper - adversarial training induces GAN-like optimization trajectories for adversarial inputs. "Primate" to "bird" (1/2):
Alex Turner reposted
Adversarial robustness is not free: decrease in natural accuracy may be inevitable. Silver lining: robustness makes gradients semantically meaningful (+ leads to adv. examples w/ GAN-like trajectories) arxiv.org/abs/1805.12152 (@tsiprasd @ShibaniSan @logan_engstrom @alex_m_turner)
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