Fully Distributed Actor-Critic Architecture for Multitask Deep Reinforcement Learning

no code implementations • 23 Oct 2021 • Sergio Valcarcel Macua, Ian Davies, Aleksi Tukiainen, Enrique Munoz de Cote

We propose a fully distributed actor-critic architecture, named Diff-DAC, with application to multitask reinforcement learning (MRL).

Continuous Control reinforcement-learning +1

Diff-DAC: Distributed Actor-Critic for Average Multitask Deep Reinforcement Learning

no code implementations • 28 Oct 2017 • Sergio Valcarcel Macua, Aleksi Tukiainen, Daniel García-Ocaña Hernández, David Baldazo, Enrique Munoz de Cote, Santiago Zazo

We propose a fully distributed actor-critic algorithm approximated by deep neural networks, named \textit{Diff-DAC}, with application to single-task and to average multitask reinforcement learning (MRL).

reinforcement-learning Reinforcement Learning (RL)