| Combating Reinforcement Learning's Sisyphean Curse with Intrinsic Fear | Nov 3, 2016 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Learning Runtime Parameters in Computer Systems with Delayed Experience Injection | Oct 31, 2016 | CPUDeep Reinforcement Learning | —Unverified | 0 |
| Modular Deep Q Networks for Sim-to-real Transfer of Visuo-motor Policies | Oct 21, 2016 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Utilization of Deep Reinforcement Learning for saccadic-based object visual search | Oct 20, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Online Contrastive Divergence with Generative Replay: Experience Replay without Storing Data | Oct 18, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Sim-to-Real Robot Learning from Pixels with Progressive Nets | Oct 13, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving | Oct 11, 2016 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Multi-Objective Deep Reinforcement Learning | Oct 9, 2016 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning From Raw Pixels in Doom | Oct 7, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Towards Cognitive Exploration through Deep Reinforcement Learning for Mobile Robots | Oct 6, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Reset-Free Guided Policy Search: Efficient Deep Reinforcement Learning with Stochastic Initial States | Oct 4, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning for Robotic Manipulation with Asynchronous Off-Policy Updates | Oct 3, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning for Tensegrity Robot Locomotion | Sep 28, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning for Mention-Ranking Coreference Models | Sep 27, 2016 | coreference-resolutionCoreference Resolution | CodeCode Available | 0 |
| Learning Modular Neural Network Policies for Multi-Task and Multi-Robot Transfer | Sep 22, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Opponent Modeling in Deep Reinforcement Learning | Sep 18, 2016 | Deep Reinforcement LearningMixture-of-Experts | CodeCode Available | 0 |
| Towards Deep Symbolic Reinforcement Learning | Sep 18, 2016 | Deep Reinforcement LearningGame of Go | —Unverified | 0 |
| Playing FPS Games with Deep Reinforcement Learning | Sep 18, 2016 | Deep Reinforcement LearningFPS Games | CodeCode Available | 0 |
| Interactive Spoken Content Retrieval by Deep Reinforcement Learning | Sep 16, 2016 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Target-driven Visual Navigation in Indoor Scenes using Deep Reinforcement Learning | Sep 16, 2016 | 3D ReconstructionDeep Reinforcement Learning | CodeCode Available | 0 |
| 3D Simulation for Robot Arm Control with Deep Q-Learning | Sep 13, 2016 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems | Aug 17, 2016 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
| Playing Atari Games with Deep Reinforcement Learning and Human Checkpoint Replay | Jul 18, 2016 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Automatic Bridge Bidding Using Deep Reinforcement Learning | Jul 12, 2016 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Actor-critic versus direct policy search: a comparison based on sample complexity | Jun 29, 2016 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Visualizing Dynamics: from t-SNE to SEMI-MDPs | Jun 22, 2016 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning Discovers Internal Models | Jun 16, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning With Macro-Actions | Jun 15, 2016 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Model-Free Episodic Control | Jun 14, 2016 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning with a Combinatorial Action Space for Predicting Popular Reddit Threads | Jun 12, 2016 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Policy Networks with Two-Stage Training for Dialogue Systems | Jun 10, 2016 | Deep Reinforcement LearningDialogue State Tracking | —Unverified | 0 |
| Deep Successor Reinforcement Learning | Jun 8, 2016 | Deep Reinforcement LearningFPS Games | CodeCode Available | 0 |
| Towards End-to-End Learning for Dialog State Tracking and Management using Deep Reinforcement Learning | Jun 8, 2016 | Deep Reinforcement Learningdialog state tracking | CodeCode Available | 0 |
| Deep Reinforcement Learning for Dialogue Generation | Jun 5, 2016 | ChatbotDeep Reinforcement Learning | CodeCode Available | 0 |
| Deep Q-Networks for Accelerating the Training of Deep Neural Networks | Jun 5, 2016 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Control of Memory, Active Perception, and Action in Minecraft | May 30, 2016 | Deep Reinforcement LearningMinecraft | —Unverified | 0 |
| Deep Reinforcement Learning Radio Control and Signal Detection with KeRLym, a Gym RL Agent | May 30, 2016 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Dynamic Frame skip Deep Q Network | May 17, 2016 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Classifying Options for Deep Reinforcement Learning | Apr 27, 2016 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| A Deep Hierarchical Approach to Lifelong Learning in Minecraft | Apr 25, 2016 | Deep Reinforcement LearningLifelong learning | —Unverified | 0 |
| Benchmarking Deep Reinforcement Learning for Continuous Control | Apr 22, 2016 | Action Triplet RecognitionAtari Games | CodeCode Available | 2 |
| Hierarchical Deep Reinforcement Learning: Integrating Temporal Abstraction and Intrinsic Motivation | Apr 20, 2016 | Deep Reinforcement LearningMontezuma's Revenge | CodeCode Available | 0 |
| Deep Reinforcement Learning from Self-Play in Imperfect-Information Games | Mar 3, 2016 | Card GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Continuous Deep Q-Learning with Model-based Acceleration | Mar 2, 2016 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks | Feb 25, 2016 | Deep Reinforcement LearningImage Classification | CodeCode Available | 0 |
| Learning to Communicate to Solve Riddles with Deep Distributed Recurrent Q-Networks | Feb 8, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Asynchronous Methods for Deep Reinforcement Learning | Feb 4, 2016 | Atari GamesCPU | CodeCode Available | 1 |
| SimpleDS: A Simple Deep Reinforcement Learning Dialogue System | Jan 18, 2016 | Deep Reinforcement LearningFeature Engineering | CodeCode Available | 0 |
| Deep Reinforcement Learning in Large Discrete Action Spaces | Dec 24, 2015 | Deep Reinforcement LearningRecommendation Systems | CodeCode Available | 0 |
| How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies | Dec 7, 2015 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
