| Tactics of Adversarial Attack on Deep Reinforcement Learning Agents | Mar 8, 2017 | Adversarial AttackAtari Games | —Unverified | 0 |
| Neural Episodic Control | Mar 6, 2017 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Surprise-Based Intrinsic Motivation for Deep Reinforcement Learning | Mar 6, 2017 | continuous-controlContinuous Control | —Unverified | 0 |
| EX2: Exploration with Exemplar Models for Deep Reinforcement Learning | Mar 3, 2017 | Deep Reinforcement LearningDensity Estimation | CodeCode Available | 0 |
| Virtual-to-real Deep Reinforcement Learning: Continuous Control of Mobile Robots for Mapless Navigation | Mar 1, 2017 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Learning What Data to Learn | Feb 28, 2017 | BIG-bench Machine LearningDeep Reinforcement Learning | —Unverified | 0 |
| Neural Map: Structured Memory for Deep Reinforcement Learning | Feb 27, 2017 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Learning Control for Air Hockey Striking using Deep Reinforcement Learning | Feb 26, 2017 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Online Meta-learning by Parallel Algorithm Competition | Feb 24, 2017 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Robot gains Social Intelligence through Multimodal Deep Reinforcement Learning | Feb 24, 2017 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Real-time visual tracking by deep reinforced decision making | Feb 21, 2017 | Deep Reinforcement LearningReal-Time Visual Tracking | CodeCode Available | 0 |
| Beating the World's Best at Super Smash Bros. with Deep Reinforcement Learning | Feb 21, 2017 | Atari GamesBoard Games | CodeCode Available | 0 |
| Learning to Repeat: Fine Grained Action Repetition for Deep Reinforcement Learning | Feb 20, 2017 | Car RacingDecision Making | —Unverified | 0 |
| Collaborative Deep Reinforcement Learning | Feb 19, 2017 | Deep Reinforcement LearningKnowledge Distillation | CodeCode Available | 0 |
| Collaborative Deep Reinforcement Learning for Joint Object Search | Feb 18, 2017 | Active Object LocalizationDeep Reinforcement Learning | —Unverified | 0 |
| Sigmoid-Weighted Linear Units for Neural Network Function Approximation in Reinforcement Learning | Feb 10, 2017 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Autonomous Braking System via Deep Reinforcement Learning | Feb 8, 2017 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for Robotic Manipulation-The state of the art | Jan 31, 2017 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning for Visual Object Tracking in Videos | Jan 31, 2017 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Expert Level control of Ramp Metering based on Multi-task Deep Reinforcement Learning | Jan 30, 2017 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning: An Overview | Jan 25, 2017 | Deep Reinforcement LearningMachine Translation | CodeCode Available | 0 |
| Vulnerability of Deep Reinforcement Learning to Policy Induction Attacks | Jan 16, 2017 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Reinforcement Learning via Recurrent Convolutional Neural Networks | Jan 9, 2017 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Non-Deterministic Policy Improvement Stabilizes Approximated Reinforcement Learning | Dec 22, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| A Survey of Deep Network Solutions for Learning Control in Robotics: From Reinforcement to Imitation | Dec 21, 2016 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 0 |
| Sample-efficient Deep Reinforcement Learning for Dialog Control | Dec 18, 2016 | Deep Reinforcement LearningPolicy Gradient Methods | —Unverified | 0 |
| Deep Reinforcement Learning with Successor Features for Navigation across Similar Environments | Dec 16, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| End-to-End Deep Reinforcement Learning for Lane Keeping Assist | Dec 13, 2016 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Cryptocurrency Portfolio Management with Deep Reinforcement Learning | Dec 5, 2016 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Linear Feature Encoding for Reinforcement Learning | Dec 1, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Bayesian Optimization with Robust Bayesian Neural Networks | Dec 1, 2016 | Bayesian OptimizationDeep Reinforcement Learning | CodeCode Available | 0 |
| Playing Doom with SLAM-Augmented Deep Reinforcement Learning | Dec 1, 2016 | Deep Reinforcement Learningobject-detection | CodeCode Available | 0 |
| Generalizing Skills with Semi-Supervised Reinforcement Learning | Dec 1, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Training an Interactive Humanoid Robot Using Multimodal Deep Reinforcement Learning | Nov 26, 2016 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for Multi-Domain Dialogue Systems | Nov 26, 2016 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Learning to reinforcement learn | Nov 17, 2016 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 0 |
| Reinforcement Learning with Unsupervised Auxiliary Tasks | Nov 16, 2016 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| #Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning | Nov 15, 2016 | Atari Gamescontinuous-control | CodeCode Available | 1 |
| CAD2RL: Real Single-Image Flight without a Single Real Image | Nov 13, 2016 | 3D geometryCollision Avoidance | CodeCode Available | 0 |
| Hierarchical Object Detection with Deep Reinforcement Learning | Nov 11, 2016 | Deep Reinforcement LearningObject | CodeCode Available | 0 |
| RL^2: Fast Reinforcement Learning via Slow Reinforcement Learning | Nov 9, 2016 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Q-Prop: Sample-Efficient Policy Gradient with An Off-Policy Critic | Nov 7, 2016 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Averaged-DQN: Variance Reduction and Stabilization for Deep Reinforcement Learning | Nov 7, 2016 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Modular Multitask Reinforcement Learning with Policy Sketches | Nov 6, 2016 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Learning to Perform Physics Experiments via Deep Reinforcement Learning | Nov 6, 2016 | Deep Reinforcement LearningFriction | —Unverified | 0 |
| Learning to Play in a Day: Faster Deep Reinforcement Learning by Optimality Tightening | Nov 5, 2016 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Multi-task learning with deep model based reinforcement learning | Nov 4, 2016 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Learning Locomotion Skills Using DeepRL: Does the Choice of Action Space Matter? | Nov 3, 2016 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Using a Deep Reinforcement Learning Agent for Traffic Signal Control | Nov 3, 2016 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Sample Efficient Actor-Critic with Experience Replay | Nov 3, 2016 | continuous-controlContinuous Control | CodeCode Available | 1 |
