Towards Model-based Reinforcement Learning for Industry-near
Environments

Towards Model-based Reinforcement Learning for Industry-near Environments

27 July 2019

Per-Arne Andersen

Ole-Christoffer Granmo

Papers citing "Towards Model-based Reinforcement Learning for Industry-near Environments"

16 / 16 papers shown

Title
Shaping Belief States with Generative Environment Models for RL Karol Gregor Danilo Jimenez Rezende F. Besse Yan Wu Hamza Merzic Aaron van den Oord OffRL AI4CE 62 118 0 21 Jun 2019
When to Trust Your Model: Model-Based Policy Optimization Michael Janner Justin Fu Marvin Zhang Sergey Levine OffRL 55 939 0 19 Jun 2019
World Discovery Models M. G. Azar Bilal Piot Bernardo Avila-Pires Jean-Bastien Grill Florent Altché Rémi Munos 53 26 0 20 Feb 2019
VMAV-C: A Deep Attention-based Reinforcement Learning Algorithm for Model-based Control Xingxing Liang Qi Wang Yanghe Feng Zhong Liu Jincai Huang 54 5 0 24 Dec 2018
Learning Latent Dynamics for Planning from Pixels Danijar Hafner Timothy Lillicrap Ian S. Fischer Ruben Villegas David R Ha Honglak Lee James Davidson BDL 63 1,416 0 12 Nov 2018
The Dreaming Variational Autoencoder for Reinforcement Learning Environments Per-Arne Andersen M. G. Olsen Ole-Christoffer Granmo DRL 26 17 0 02 Oct 2018
Recurrent World Models Facilitate Policy Evolution David R Ha Jürgen Schmidhuber SyDa TPM 107 930 0 04 Sep 2018
Deep RTS: A Game Environment for Deep Reinforcement Learning in Real-Time Strategy Games Per-Arne Andersen M. G. Olsen Ole-Christoffer Granmo VLM AI4CE 26 46 0 15 Aug 2018
Sample-Efficient Reinforcement Learning with Stochastic Ensemble Value Expansion Jacob Buckman Danijar Hafner George Tucker E. Brevdo Honglak Lee 51 330 0 04 Jul 2018
Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models Kurtland Chua Roberto Calandra R. McAllister Sergey Levine BDL 166 1,263 0 30 May 2018
World Models David R Ha Jürgen Schmidhuber SyDa 98 1,050 0 27 Mar 2018
Towards a Deep Reinforcement Learning Approach for Tower Line Wars Per-Arne Andersen M. G. Olsen Ole-Christoffer Granmo 28 3 0 17 Dec 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 208 18,685 0 20 Jul 2017
Model-Free Episodic Control Charles Blundell Benigno Uria Alexander Pritzel Yazhe Li Avraham Ruderman Joel Z Leibo Jack W. Rae Daan Wierstra Demis Hassabis OffRL BDL 50 248 0 14 Jun 2016
OpenAI Gym Greg Brockman Vicki Cheung Ludwig Pettersson Jonas Schneider John Schulman Jie Tang Wojciech Zaremba OffRL ODL 169 5,056 0 05 Jun 2016
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 98 12,163 0 19 Dec 2013