Robust Probabilistic Shielding for Safe Offline Reinforcement Learning

Maris F. L. Galesloot, Thomas Rhemrev, Nils Jansen

In offline reinforcement learning (RL), we learn policies from fixed datasets without environment interaction. The major challenges are to provide guarantees on the (1) performance…