Year  Title  Author 
2017

Deep Reinforcement Learning for Visual Object Tracking in Videos 
D Zhang, H Maei, X Wang, YF Wang

2017

A Control Strategy of Autonomous Vehicles Based on Deep Reinforcement Learning 
W Xia, H Li, B Li

2017

Sensor Fusion for Robot Control through Deep Reinforcement Learning 
S Bohez, T Verbelen, E De Coninck, B Vankeirsbilck

2017

A Proactive Decision Support Method Based on Deep Reinforcement Learning and State Partition 
Y Wang, S Geng, H Gao

2017

MultiScale Deep Reinforcement Learning for RealTime 3DLandmark Detection in CT Scans 
FC Ghesu, B Georgescu, Y Zheng, S Grbic, A Maier

2017

Deep Reinforcement Learning for Resource Allocation in V2V Communications 
H Ye, GY Li

2017

State Space Decomposition and Subgoal Creation for Transfer in Deep Reinforcement Learning 
H Sahni, S Kumar, F Tejani, Y Schroecker, C Isbell

2017

Optimizing Expectations: From Deep Reinforcement Learning To Stochastic Computation Graphs 
P Abbeel

2017

Towards a Deep Reinforcement Learning Approach for Tower Line Wars 
PA Andersen, M Goodwin, OC Granmo

2017

Direct Load Control of Thermostatically Controlled Loads Based on Sparse Observations Using Deep Reinforcement Learning 
F Ruelens, BJ Claessens, P Vrancx, F Spiessens

2017

Vulnerability of Deep Reinforcement Learning to Policy Induction Attacks 
V Behzadan, A Munir

2017

Bibi system description: Building with cnns and breaking with deep reinforcement learning 
Y Li, T Cohn, T Baldwin

2017

Beating the World's Best at Super Smash Bros. with Deep Reinforcement Learning 
V Firoiu, WF Whitney, JB Tenenbaum

2017

Robot gains social intelligence through multimodal deep reinforcement learning 
AH Qureshi, Y Nakamura, Y Yoshikawa, H Ishiguro

2017

Secondorder Optimization in Deep Reinforcement Learning using Kroneckerfactored Approximation 
Y Wu, E Mansimov, RB Grosse, S Liao, J Ba

2017

Evaluating persuasion strategies and deep reinforcement learning methods for negotiation dialogue agents 
S Keizer, M Guhe, H Cuayahuitl, I Efstathiou

2017

Improving Stochastic Policy Gradients in Continuous Control with Deep Reinforcement Learning using the Beta Distribution 
PW Chou, D Maturana, S Scherer

2017

3DCNNDQNRNN: A Deep Reinforcement Learning Framework for Semantic Parsing of Largescale 3D Point Clouds 
F Liu, S Li, L Zhang, C Zhou, R Ye, Y Wang, J Lu

2017

Cooperation and communication in multiagent deep reinforcement learning 
MJ Hausknecht

2017

Pretraining Neural Networks with Human Demonstrations for Deep Reinforcement Learning 
GV Cruz Jr, Y Du, ME Taylor

2017

Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data 
Y Liu, B Logan, N Liu, Z Xu, J Tang, Y Wang

2017

LargeScale and Adaptive Service Composition Using Deep Reinforcement Learning 
H Wang, M Gu, Q Yu, H Fei, J Li, Y Tao

2017

Dataefficient Deep Reinforcement Learning for Dexterous Manipulation 
I Popov, N Heess, T Lillicrap, R Hafner, G Barth

2017

Deep Reinforcement Learning Using Neurophysiological Signatures of Interest 
V Shih, D Jangraw, S Saproo, P Sajda

2017

Deep Reinforcement Learning with Experience Replay Based on SARSA 
D Zhao, H Wang, K Shao, Y Zhu

2017

Semisupervised Deep Reinforcement Learning in Support of IoT and Smart City Services 
M Mohammadi, A Al

2017

Performance comparision of different momentum techniques on deep reinforcement learning 
M Sarigül, M Avci

2017

Efficient Parallel Methods for Deep Reinforcement Learning 
AV Clemente, HN Castejón, A Chandra

2016

SimpleDS: A Simple Deep Reinforcement Learning Dialogue System 
H Cuayáhuitl

2016

Traffic signal timing via deep reinforcement learning 
L Li, Y Lv, FY Wang

2016

EndtoEnd Deep Reinforcement Learning for Lane Keeping Assist 
AE Sallab, M Abdou, E Perot, S Yogamani

2016

Multilateral Surgical Pattern Cutting in 2D Orthotropic Gauze with Deep Reinforcement Learning Policies for Tensioning 
B Thananjeyan, A Garg, S Krishnan, C Chen, L Miller

2016

Towards Cognitive Exploration through Deep Reinforcement Learning for Mobile Robots 
L Tai, M Liu

2016

Deep Reinforcement Learning for Dialogue Generation 
J Li, W Monroe, A Ritter, D Jurafsky

2016

Dueling Network Architectures for Deep Reinforcement Learning 
N de Freitas

2016

Targetdriven Visual Navigation in Indoor Scenes using Deep Reinforcement Learning 
Y Zhu, R Mottaghi, E Kolve, JJ Lim, A Gupta, L Fei

2016

Exploring Deep Reinforcement Learning with Multi QLearning 
E Duryea, M Ganger, W Hu

2016

Learning to Play in a Day: Faster Deep Reinforcement Learning by Optimality Tightening 
FS He, Y Liu, AG Schwing, J Peng

2016

Asynchronous Methods for Deep Reinforcement Learning 
V Mnih, AP Badia, M Mirza, A Graves, TP Lillicrap

2016

Automatic Bridge Bidding Using Deep Reinforcement Learning 
CK Yeh, HT Lin

2016

Deep Reinforcement Learning Radio Control and Signal Detection with KeRLym, a Gym RL Agent 
TJ O'Shea, TC Clancy

2016

Playing Atari Games with Deep Reinforcement Learning and Human Checkpoint Replay 
IA Hosu, T Rebedea

2016

Deep Reinforcement Learning From Raw Pixels in Doom 
D Hafner

2016

MultiObjective Deep Reinforcement Learning 
H Mossalam, YM Assael, DM Roijers, S Whiteson

2016

Deep Reinforcement Learning for MultiDomain Dialogue Systems 
H Cuayáhuitl, S Yu, A Williamson, J Carse

2016

Training an Interactive Humanoid Robot Using Multimodal Deep Reinforcement Learning 
H Cuayáhuitl, G Couly, C Olalainty

2016

Benchmarking Deep Reinforcement Learning for Continuous Control 
Y Duan, X Chen, R Houthooft, J Schulman, P Abbeel

2016

Deep Reinforcement Learning with POMDPs 
M Egorov

2015

Giraffe: Using Deep Reinforcement Learning to Play Chess 
M Lai

2015

Humanlevel control through deep reinforcement learning 
V Mnih, K Kavukcuoglu, D Silver, AA Rusu, J Veness

2015

Generating Text with Deep Reinforcement Learning 
H Guo

2015

A deep reinforcement learning approach to character segmentation of license plate images 
F Abtahi, Z Zhu, AM Burry

2015

Deep Reinforcement Learning for constructing meaning by 'babbling' 
O Lemon, A Eshghi

2015

Deep Reinforcement Learning with Double Qlearning 
H van Hasselt, A Guez, D Silver

2015

Strategic Dialogue Management via Deep Reinforcement Learning 
H Cuayáhuitl, S Keizer, O Lemon

2015

Towards VisionBased Deep Reinforcement Learning for Robotic Motion Control 
F Zhang, J Leitner, M Milford, B Upcroft, P Corke

2015

Deep Reinforcement Learning with an Unbounded Action Space 
J He, J Chen, X He, J Gao, L Li, L Deng, M Ostendorf

2015

Deep Reinforcement Learning in Parameterized Action Space 
M Hausknecht, P Stone

2015

Massively Parallel Methods for Deep Reinforcement Learning 
A Nair, P Srinivasan, S Blackwell, C Alcicek, R Fearon

2015

Deep Reinforcement Learning in Keepaway Soccer 
M Kurek

2015

Active Object Localization with Deep Reinforcement Learning 
JC Caicedo, FUK Lorenz, S Lazebnik

2015

Continuous control with deep reinforcement learning 
TP Lillicrap, JJ Hunt, A Pritzel, N Heess, T Erez
