Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning

no code implementations • 11 Feb 2024 • Alex Christopher Stutts, Danilo Erricolo, Theja Tulabandhula, Amit Ranjan Trivedi

We present a novel statistical approach to incorporating uncertainty awareness in model-free distributional reinforcement learning involving quantile regression-based deep Q networks.

Atari Games Distributional Reinforcement Learning +2