Monotone and Conservative Policy Iteration Beyond the Tabular Case

S. R. Eshwar, Gugan Thoppe, Ananyabrata Barua +2

We introduce Reliable Policy Iteration (RPI) and Conservative RPI (CRPI), variants of Policy Iteration (PI) and Conservative PI (CPI), that retain tabular guarantees under function…