Randomized smoothing is a popular way of providing robustness guarantees...
Adversarial training, which minimizes the maximal risk for label-preserv...
Convolution is a central operation in Convolutional Neural Networks (CNN...
We introduce a new method for location recovery from pair-wise direction...
The increasing complexity of deep learning architectures is resulting in...
Sparse approximations using highly over-complete dictionaries is a
state...