Provably Robust Temporal Difference Learning for Heavy-Tailed Rewards

Semih Cayci, Atilla Eryilmaz

In a broad class of reinforcement learning applications, stochastic rewards have heavy-tailed distributions, which lead to infinite second-order moments for stochastic (semi)gradie…