Souradeep Dutta

DC4L: Distribution Shift Recovery via Data-Driven Control for Deep Learning Models

2023 · arXiv (Cornell University)

Deep neural networks have repeatedly been shown to be non-robust to the uncertainties of the real world, even to naturally occurring ones. A vast majority of current approaches have focused on data-augmentation methods to expand …