Solving adversarial examples requires solving exponential misalignment

Alessandro Salvatore, Stanislav Fort, Surya Ganguli

Adversarial attacks - input perturbations imperceptible to humans that fool neural networks - remain both a persistent failure mode in machine learning, and a phenomenon with myste…