DAVIDSTUTZ

Check out our latest research on adversarial robustness and generalization of deep networks.
03rdJANUARY2018

$\mathcal{L}(D, D^*) = \frac{1}{n} \sum_i d_i^2 - \frac{1}{2n^2} \left(\sum_i d_i\right)^2 + \frac{1}{n} \sum_i [(\nabla_x d_i)^2 + (\nabla_y d_i)^2]$