Approximate Exploration through State Abstraction

Approximate Exploration through State Abstraction

29 August 2018

Adrien Ali Taïga

Aaron Courville

Marc G. Bellemare

Papers citing "Approximate Exploration through State Abstraction"

18 / 18 papers shown

Title
Exploration by Random Network Distillation Yuri Burda Harrison Edwards Amos Storkey Oleg Klimov 147 1,329 0 30 Oct 2018
Exploration in Structured Reinforcement Learning Jungseul Ok Alexandre Proutiere Damianos Tranos 144 62 0 03 Jun 2018
Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning Ronan Fruit Matteo Pirotta A. Lazaric R. Ortner 81 116 0 12 Feb 2018
Noisy Networks for Exploration Meire Fortunato M. G. Azar Bilal Piot Jacob Menick Ian Osband ... Rémi Munos Demis Hassabis Olivier Pietquin Charles Blundell Shane Legg 79 893 0 30 Jun 2017
Parameter Space Noise for Exploration Matthias Plappert Rein Houthooft Prafulla Dhariwal Szymon Sidor Richard Y. Chen Xi Chen Tamim Asfour Pieter Abbeel Marcin Andrychowicz 52 595 0 06 Jun 2017
Curiosity-driven Exploration by Self-supervised Prediction Deepak Pathak Pulkit Agrawal Alexei A. Efros Trevor Darrell LRM SSL 106 2,433 0 15 May 2017
Exploration--Exploitation in MDPs with Options Ronan Fruit A. Lazaric 36 41 0 25 Mar 2017
Unifying PAC and Regret: Uniform PAC Bounds for Episodic Reinforcement Learning Christoph Dann Tor Lattimore Emma Brunskill 72 309 0 22 Mar 2017
Minimax Regret Bounds for Reinforcement Learning M. G. Azar Ian Osband Rémi Munos 80 774 0 16 Mar 2017
Count-Based Exploration with Neural Density Models Georg Ostrovski Marc G. Bellemare Aaron van den Oord Rémi Munos 84 620 0 03 Mar 2017
Near Optimal Behavior via Approximate State Abstraction David Abel D Ellis Hershkowitz Michael L. Littman OffRL 67 164 0 15 Jan 2017
Exploration Potential Jan Leike 38 10 0 16 Sep 2016
Unifying Count-Based Exploration and Intrinsic Motivation Marc G. Bellemare S. Srinivasan Georg Ostrovski Tom Schaul D. Saxton Rémi Munos 167 1,473 0 06 Jun 2016
Extreme State Aggregation Beyond MDPs Marcus Hutter 114 23 0 12 Jul 2014
Near-optimal Reinforcement Learning in Factored MDPs Ian Osband Benjamin Van Roy 74 123 0 15 Mar 2014
Metrics for Finite Markov Decision Processes N. Ferns Prakash Panangaden Doina Precup 74 320 0 11 Jul 2012
On the Sample Complexity of Reinforcement Learning with a Generative Model M. G. Azar Rémi Munos H. Kappen 69 156 0 27 Jun 2012
Methods for computing state similarity in Markov Decision Processes N. Ferns Pablo Samuel Castro Doina Precup Prakash Panangaden 71 87 0 27 Jun 2012