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Hierarchical Deep Reinforcement Learning: Integrating Temporal Abstraction and Intrinsic Motivation

20 April 2016

Papers citing "Hierarchical Deep Reinforcement Learning: Integrating Temporal Abstraction and Intrinsic Motivation"

43 / 493 papers shown

Title
Deep Learning for Video Game Playing Niels Justesen Philip Bontrager Julian Togelius S. Risi VLM 101 208 0 25 Aug 2017
A Brief Survey of Deep Reinforcement Learning Kai Arulkumaran M. Deisenroth Miles Brundage Anil Anthony Bharath OffRL 143 2,830 0 19 Aug 2017
Intrinsically Motivated Goal Exploration Processes with Automatic Curriculum Learning Sébastien Forestier Rémy Portelas Yoan Mollard Pierre-Yves Oudeyer 99 190 0 07 Aug 2017
The Intentional Unintentional Agent: Learning to Solve Many Continuous Control Tasks Simultaneously Serkan Cabi Sergio Gomez Colmenarejo Matthew W. Hoffman Misha Denil Ziyun Wang Nando de Freitas 83 31 0 11 Jul 2017
Programmable Agents Misha Denil Sergio Gomez Colmenarejo Serkan Cabi D. Saxton Nando de Freitas AI4CE 92 42 0 20 Jun 2017
Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning Paweł Budzianowski Stefan Ultes Pei-hao Su N. Mrksic Tsung-Hsien Wen I. Casanueva L. Rojas-Barahona Milica Gasic 92 49 0 19 Jun 2017
Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learning Junhyuk Oh Satinder Singh Honglak Lee Pushmeet Kohli OffRL 164 269 0 15 Jun 2017
Hybrid Reward Architecture for Reinforcement Learning H. V. Seijen Mehdi Fatemi Joshua Romoff Romain Laroche Tavian Barnes Jeffrey Tsang 100 253 0 13 Jun 2017
State Space Decomposition and Subgoal Creation for Transfer in Deep Reinforcement Learning Himanshu Sahni Saurabh Kumar Farhan Tejani Yannick Schroecker Charles Isbell 11 4 0 24 May 2017
Feature Control as Intrinsic Motivation for Hierarchical Reinforcement Learning Nat Dilokthanakul Christos Kaplanis Nick Pawlowski Murray Shanahan 87 92 0 18 May 2017
Analyzing Knowledge Transfer in Deep Q-Networks for Autonomously Handling Multiple Intersections David Isele Akansel Cosgun K. Fujimura 36 11 0 02 May 2017
Navigating Occluded Intersections with Autonomous Vehicles using Deep Reinforcement Learning David Isele Reza Rahimi Akansel Cosgun K. Subramanian K. Fujimura 79 137 0 02 May 2017
Beating Atari with Natural Language Guided Reinforcement Learning Russell Kaplan Chris Sauer A. Sosa LM&Ro 86 69 0 18 Apr 2017
Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learning Baolin Peng Xiujun Li Lihong Li Jianfeng Gao Asli Celikyilmaz Sungjin Lee Kam-Fai Wong BDL 100 190 0 10 Apr 2017
Embodied Artificial Intelligence through Distributed Adaptive Control: An Integrated Framework Clément Moulin-Frier J. Puigbò X. Arsiwalla Martí Sánchez-Fibla P. Verschure 45 25 0 05 Apr 2017
Multi-Level Discovery of Deep Options Roy Fox S. Krishnan Ion Stoica Ken Goldberg 77 125 0 24 Mar 2017
Micro-Objective Learning : Accelerating Deep Reinforcement Learning through the Discovery of Continuous Subgoals Sungtae Lee Sang-Woo Lee Jinyoung Choi Donghyun Kwak Byoung-Tak Zhang 54 2 0 11 Mar 2017
EX2: Exploration with Exemplar Models for Deep Reinforcement Learning Justin Fu John D. Co-Reyes Sergey Levine OffRL 71 156 0 03 Mar 2017
FeUdal Networks for Hierarchical Reinforcement Learning A. Vezhnevets Simon Osindero Tom Schaul N. Heess Max Jaderberg David Silver Koray Kavukcuoglu FedML 112 910 0 03 Mar 2017
A Laplacian Framework for Option Discovery in Reinforcement Learning Marlos C. Machado Marc G. Bellemare Michael Bowling 107 263 0 02 Mar 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 346 1,550 0 25 Jan 2017
Separation of Concerns in Reinforcement Learning H. V. Seijen Mehdi Fatemi Joshua Romoff Romain Laroche 20 3 0 15 Dec 2016
Playing Doom with SLAM-Augmented Deep Reinforcement Learning Shehroze Bhatti Alban Desmaison O. Mikšík Nantas Nardelli N. Siddharth Philip Torr OffRL 94 69 0 01 Dec 2016
Nonparametric General Reinforcement Learning Jan Leike OffRL 105 26 0 28 Nov 2016
Deep Reinforcement Learning for Multi-Domain Dialogue Systems Heriberto Cuayáhuitl Seunghak Yu Ashley Williamson Jacob Carse 98 47 0 26 Nov 2016
Variational Intrinsic Control Karol Gregor Danilo Jimenez Rezende Daan Wierstra DRL OffRL 90 430 0 22 Nov 2016
Options Discovery with Budgeted Reinforcement Learning Aurélia Léon Ludovic Denoyer OffRL 61 4 0 21 Nov 2016
Modular Multitask Reinforcement Learning with Policy Sketches Jacob Andreas Dan Klein Sergey Levine OffRL 217 463 0 06 Nov 2016
Learning to Act by Predicting the Future Alexey Dosovitskiy V. Koltun 187 281 0 06 Nov 2016
Towards Lifelong Self-Supervision: A Deep Learning Direction for Robotics J. M. Wong 79 11 0 01 Nov 2016
The Option-Critic Architecture Pierre-Luc Bacon J. Harb Doina Precup OffRL 116 1,090 0 16 Sep 2016
Learning an Optimization Algorithm through Human Design Iterations Thurston Sexton Max Yi Ren 50 20 0 24 Aug 2016
Visualizing Dynamics: from t-SNE to SEMI-MDPs Nir Ben-Zrihem Tom Zahavy Shie Mannor 68 13 0 22 Jun 2016
Concrete Problems in AI Safety Dario Amodei C. Olah Jacob Steinhardt Paul Christiano John Schulman Dandelion Mané 312 151 0 21 Jun 2016
Deep Reinforcement Learning Discovers Internal Models Nir Baram Tom Zahavy Shie Mannor 22 4 0 16 Jun 2016
Strategic Attentive Writer for Learning Macro-Actions Alexander A. Vezhnevets Volodymyr Mnih J. Agapiou Simon Osindero Alex Graves Oriol Vinyals Koray Kavukcuoglu 67 171 0 15 Jun 2016
Deep Reinforcement Learning With Macro-Actions Ishan Durugkar Clemens Rosenbaum S. Dernbach Sridhar Mahadevan 58 25 0 15 Jun 2016
Deep Successor Reinforcement Learning Tejas D. Kulkarni A. Saeedi Simanta Gautam S. Gershman 80 209 0 08 Jun 2016
Active Long Term Memory Networks Tommaso Furlanello Jiaping Zhao Andrew M. Saxe Laurent Itti B. Tjan KELM CLL 92 42 0 07 Jun 2016
Learning Purposeful Behaviour in the Absence of Rewards Marlos C. Machado Michael Bowling 63 30 0 25 May 2016
Classifying Options for Deep Reinforcement Learning Kai Arulkumaran Nat Dilokthanakul Murray Shanahan Anil Anthony Bharath 69 20 0 27 Apr 2016
A Deep Hierarchical Approach to Lifelong Learning in Minecraft Chen Tessler Shahar Givony Tom Zahavy D. Mankowitz Shie Mannor CLL 178 381 0 25 Apr 2016
Graying the black box: Understanding DQNs Tom Zahavy Nir Ben-Zrihem Shie Mannor 84 263 0 08 Feb 2016