Computationally lightweight classifiers with frequentist bounds on predictions

Shreeram Murali, Cristian R. Rojas, Dominik Baumann

While both classical and neural network classifiers can achieve high accuracy, they fall short on offering uncertainty bounds on their predictions, making them unfit for safety-cri…