Improving robustness of classifiers by training against live traffic

Kumar Sricharan, Kumar Kallurupalli, Ashok Srivastava

Deep learning models are known to be overconfident in their predictions on out of distribution inputs. This is a challenge when a model is trained on a particular input dataset, bu…