With Friends Like These, Who Needs Adversaries?

Saumya Jetley, Nicholas Lord, Philip Torr

Neural Information Processing Systems 

The vulnerability of deep image classification networks to adversarial attack is nowwellknown,butlesswellunderstood.

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