| Residual Policy Learning | Dec 15, 2018 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 0 |
| Simulation to Scaled City: Zero-Shot Policy Transfer for Traffic Control via Autonomous Vehicles | Dec 14, 2018 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 2 |
| Dopamine: A Research Framework for Deep Reinforcement Learning | Dec 14, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 3 |
| Scene Recomposition by Learning-based ICP | Dec 13, 2018 | Deep Reinforcement LearningObject | —Unverified | 0 |
| Exploration Conscious Reinforcement Learning Revisited | Dec 13, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Deep neural networks algorithms for stochastic control problems on finite horizon: convergence analysis | Dec 11, 2018 | Deep Reinforcement LearningQuantization | —Unverified | 0 |
| Measuring and Characterizing Generalization in Deep Reinforcement Learning | Dec 7, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Off-Policy Deep Reinforcement Learning without Exploration | Dec 7, 2018 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Zero-shot Deep Reinforcement Learning Driving Policy Transfer for Autonomous Vehicles based on Robust Control | Dec 7, 2018 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting | Dec 6, 2018 | Atari GamesContinual Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning and the Deadly Triad | Dec 6, 2018 | Deep Reinforcement LearningLearning Theory | —Unverified | 0 |
| Quantifying Generalization in Reinforcement Learning | Dec 6, 2018 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 |
| Playing Text-Adventure Games with Graph-Based Deep Reinforcement Learning | Dec 4, 2018 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 0 |
| Towards Solving Text-based Games by Producing Adaptive Action Spaces | Dec 3, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Bach2Bach: Generating Music Using A Deep Reinforcement Learning Approach | Dec 3, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| FoldingZero: Protein Folding from Scratch in Hydrophobic-Polar Model | Dec 3, 2018 | Deep Reinforcement LearningProtein Folding | —Unverified | 0 |
| Deep Reinforcement Learning for Intelligent Transportation Systems | Dec 3, 2018 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Visual Foresight: Model-Based Deep Reinforcement Learning for Vision-Based Robotic Control | Dec 3, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Generating Diverse Programs with Instruction Conditioned Reinforced Adversarial Learning | Dec 3, 2018 | Deep Reinforcement LearningDiversity | —Unverified | 0 |
| Resource Constrained Deep Reinforcement Learning | Dec 3, 2018 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Multi-agent Deep Reinforcement Learning with Extremely Noisy Observations | Dec 3, 2018 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Macro action selection with deep reinforcement learning in StarCraft | Dec 2, 2018 | Deep Reinforcement LearningReal-Time Strategy Games | CodeCode Available | 0 |
| Genetic-Gated Networks for Deep Reinforcement Learning | Dec 1, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| REFUEL: Exploring Sparse Features in Deep Reinforcement Learning for Fast Disease Diagnosis | Dec 1, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Dynamic Measurement Scheduling for Adverse Event Forecasting using Deep RL | Dec 1, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Using Monte Carlo Tree Search as a Demonstrator within Asynchronous Deep RL | Nov 30, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| An Introduction to Deep Reinforcement Learning | Nov 30, 2018 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Deep Multi-Agent Reinforcement Learning with Relevance Graphs | Nov 30, 2018 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| How to Organize your Deep Reinforcement Learning Agents: The Importance of Communication Topology | Nov 30, 2018 | BIG-bench Machine LearningDeep Reinforcement Learning | —Unverified | 0 |
| Flow Shape Design for Microfluidic Devices Using Deep Reinforcement Learning | Nov 29, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Trajectory-based Learning for Ball-in-Maze Games | Nov 28, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning for Autonomous Driving | Nov 28, 2018 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for Time Optimal Velocity Control using Prior Knowledge | Nov 28, 2018 | Autonomous NavigationDeep Reinforcement Learning | —Unverified | 0 |
| Exploring Restart Distributions | Nov 27, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Distributed traffic light control at uncoupled intersections with real-world topology by deep reinforcement learning | Nov 27, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Automatic Face Aging in Videos via Deep Reinforcement Learning | Nov 27, 2018 | Deep Reinforcement LearningFace Verification | —Unverified | 0 |
| Quality-Aware Multimodal Saliency Detection via Deep Reinforcement Learning | Nov 27, 2018 | Decision MakingDecoder | —Unverified | 0 |
| Optimization of Information-Seeking Dialogue Strategy for Argumentation-Based Dialogue System | Nov 26, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Hardware Conditioned Policies for Multi-Robot Transfer Learning | Nov 24, 2018 | Deep Reinforcement LearningIndustrial Robots | CodeCode Available | 0 |
| Learning to Activate Relay Nodes: Deep Reinforcement Learning Approach | Nov 24, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Evolutionary-Neural Hybrid Agents for Architecture Search | Nov 24, 2018 | Deep Reinforcement LearningEvolutionary Algorithms | —Unverified | 0 |
| Learning to attend in a brain-inspired deep neural network | Nov 23, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Urban Driving with Multi-Objective Deep Reinforcement Learning | Nov 21, 2018 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 0 |
| Practical Deep Reinforcement Learning Approach for Stock Trading | Nov 19, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 3 |
| Simulated Autonomous Driving in a Realistic Driving Environment using Deep Reinforcement Learning and a Deterministic Finite State Machine | Nov 19, 2018 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Improving Automatic Source Code Summarization via Deep Reinforcement Learning | Nov 17, 2018 | Code SummarizationDecoder | CodeCode Available | 0 |
| Cost-Aware Fine-Grained Recognition for IoTs Based on Sequential Fixations | Nov 16, 2018 | ClassificationDecision Making | —Unverified | 0 |
| Concept Learning through Deep Reinforcement Learning with Memory-Augmented Neural Networks | Nov 15, 2018 | Deep Reinforcement LearningOne-Shot Learning | —Unverified | 0 |
| Orthogonal Policy Gradient and Autonomous Driving Application | Nov 15, 2018 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Reward learning from human preferences and demonstrations in Atari | Nov 15, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
