Confident Approximate Policy Iteration for Efficient Local Planning in $q^{\pi }$-realizable MDPs

Gellért Weisz, András György, Tadashi Kozuno +1

We consider approximate dynamic programming in $\gamma$-discounted Markov decision processes and apply it to approximate planning with linear value-function approximation. Our first con…