Neural Population Geometry Reveals the Role of Stochasticity in Robust Perception Joel Dapello

Recent work has proposed adding biologically-inspired components to visual neural networks as a way to improve their adversarial robustness. One surprisingly effective component for reducing adversarial vulnerability is response stochasticity, like that exhibited by biological neurons.