2 papers
cs.LG2020
Ensembles of Generative Adversarial Networks for Disconnected Data
Lorenzo Luzi, Randall Balestriero, Richard G. Baraniuk
Most current computer vision datasets are composed of disconnected sets, such as images from different classes. We prove that distributions of this type of data cannot be represent…
cs.LG2020
Subspace Fitting Meets Regression: The Effects of Supervision and Orthonormality Constraints on Double Descent of Generalization Errors
Yehuda Dar, Paul Mayer, Lorenzo Luzi +1
We study the linear subspace fitting problem in the overparameterized setting, where the estimated subspace can perfectly interpolate the training examples. Our scope includes the…