Model-free Low-Rank Reinforcement Learning via Leveraged Entry-wise Matrix Estimation

Stefan Stojanovic, Yassir Jedra, Alexandre Proutiere

We consider the problem of learning an $\epsilon$-optimal policy in controlled dynamical systems with low-rank latent structure. For this problem, we present LoRa-PI (Low-Rank P…