Petar Kormushev

Action Branching Architectures for Deep Reinforcement Learning

2018 · Proceedings of the AAAI Conference on Artificial Intelligence

Discrete-action algorithms have been central to numerous recent successes of deep reinforcement learning. However, applying these algorithms to high-dimensional action tasks requires tackling the combinatorial increase of the number of possible actions with the number …