This letter proposes a model-free safe RL algorithm that achieves near-zero constraint violations with high rewards. Our key idea is to jointly learn a policy and a neural barrier certificate under ...

Santa’s House awaits its fate in a parking lot on Ridout Street in London on Monday, June 23, 2025. (Derek Ruttan/The London Free Press) ...