Hitting Time Isomorphism for Multi-Stage Planning with Foundation Policies

Magnus Victor Boock, Abdullah Akgül, Mustafa Mert Çelikok +1

We present a new operator-theoretic representation learning framework for offline reinforcement learning that recovers the directed temporal geometry of a controlled Markov process…