Mohit Mittal

Uncertainty-Aware Deep Reinforcement Learning with Calibrated Quantile Regression and Evidential Learning

We present a novel statistical approach to incorporate uncertainty awareness in model-free distributional deep reinforcement learning for mission and safety-critical robotics. Deep learning predictions are influenced by uncertainties in the data, termed as aleatoric uncertainties, as well as uncerta