Logistic Q-Learning

no code implementations • 21 Oct 2020 • Joan Bas-Serrano, Sebastian Curi, Andreas Krause, Gergely Neu

We propose a new reinforcement learning algorithm derived from a regularized linear-programming formulation of optimal control in MDPs.

Q-Learning Reinforcement Learning (RL)

Faster saddle-point optimization for solving large-scale Markov decision processes

no code implementations • L4DC 2020 • Joan Bas-Serrano, Gergely Neu

We consider the problem of computing optimal policies in average-reward Markov decision processes.