3 papers
cs.LG2021
Uniform Generalization Bounds for Overparameterized Neural Networks
Sattar Vakili, Michael Bromberg, Jezabel Garcia +2
An interesting observation in artificial neural networks is their favorable generalization error despite typically being extremely overparameterized. It is well known that the clas…
cs.CV2020
Cyclic orthogonal convolutions for long-range integration of features
Federica Freddi, Jezabel R Garcia, Michael Bromberg +4
In Convolutional Neural Networks (CNNs) information flows across a small neighbourhood of each pixel of an image, preventing long-range integration of features before reaching deep…
math.DS2017
A temporal Central Limit Theorem for real-valued cocycles over rotations
Michael Bromberg, Corinna Ulcigrai
We consider deterministic random walks on the real line driven by irrational rotations, or equivalently, skew product extensions of a rotation by where the skewing cocycle is a…