| 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 |
