| Image Captioning based on Deep Reinforcement Learning | Sep 13, 2018 | Deep Reinforcement LearningImage Captioning | —Unverified | 0 |
| Sim-to-Real Transfer Learning using Robustified Controllers in Robotic Tasks involving Complex Dynamics | Sep 13, 2018 | Deep Reinforcement LearningFriction | —Unverified | 0 |
| Deep Reinforcement Learning for Event-Triggered Control | Sep 13, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Multi-task Deep Reinforcement Learning with PopArt | Sep 12, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Combining imagination and heuristics to learn strategies that generalize | Sep 10, 2018 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Adaptive Behavior Generation for Autonomous Driving using Deep Reinforcement Learning with Compact Semantic States | Sep 10, 2018 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification | Sep 10, 2018 | Deep Reinforcement LearningGeneral Classification | —Unverified | 0 |
| Improving Optimization Bounds using Machine Learning: Decision Diagrams meet Deep Reinforcement Learning | Sep 10, 2018 | BIG-bench Machine LearningCombinatorial Optimization | CodeCode Available | 0 |
| Improving On-policy Learning with Statistical Reward Accumulation | Sep 7, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Learn What Not to Learn: Action Elimination with Deep Reinforcement Learning | Sep 6, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Model-Based Regularization for Deep Reinforcement Learning with Transcoder Networks | Sep 6, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| ARCHER: Aggressive Rewards to Counter bias in Hindsight Experience Replay | Sep 6, 2018 | continuous-controlContinuous Control | CodeCode Available | 0 |
| ANS: Adaptive Network Scaling for Deep Rectifier Reinforcement Learning Models | Sep 6, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Challenges of Context and Time in Reinforcement Learning: Introducing Space Fortress as a Benchmark | Sep 6, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Transferring Deep Reinforcement Learning with Adversarial Objective and Augmentation | Sep 4, 2018 | Atari GamesBoard Games | —Unverified | 0 |
| Visual Transfer between Atari Games using Competitive Reinforcement Learning | Sep 2, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Effective Exploration for Deep Reinforcement Learning via Bootstrapped Q-Ensembles under Tsallis Entropy Regularization | Sep 2, 2018 | Deep Reinforcement LearningDiversity | —Unverified | 0 |
| Natural Language Person Search Using Deep Reinforcement Learning | Sep 2, 2018 | Deep Reinforcement Learningobject-detection | —Unverified | 0 |
| Dual-Agent Deep Reinforcement Learning for Deformable Face Tracking | Sep 1, 2018 | Deep Reinforcement LearningFacial Landmark Detection | —Unverified | 0 |
| Deep Reinforcement Learning with Iterative Shift for Visual Tracking | Sep 1, 2018 | Deep Reinforcement LearningMotion Estimation | —Unverified | 0 |
| Collaborative Deep Reinforcement Learning for Multi-Object Tracking | Sep 1, 2018 | Deep Reinforcement LearningMulti-Object Tracking | —Unverified | 0 |
| Part-Activated Deep Reinforcement Learning for Action Prediction | Sep 1, 2018 | Deep Reinforcement LearningPrediction | —Unverified | 0 |
| Goal-Oriented Visual Question Generation via Intermediate Rewards | Sep 1, 2018 | Deep Reinforcement LearningInformativeness | —Unverified | 0 |
| ExIt-OOS: Towards Learning from Planning in Imperfect Information Games | Aug 30, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| NavigationNet: A Large-scale Interactive Indoor Navigation Dataset | Aug 25, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| LIFT: Reinforcement Learning in Computer Systems by Learning From Demonstrations | Aug 23, 2018 | Deep Reinforcement LearningManagement | CodeCode Available | 0 |
| Importance mixing: Improving sample reuse in evolutionary policy search methods | Aug 17, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Context-Aware Visual Policy Network for Sequence-Level Image Captioning | Aug 16, 2018 | Deep Reinforcement LearningImage Captioning | CodeCode Available | 0 |
| Deep RTS: A Game Environment for Deep Reinforcement Learning in Real-Time Strategy Games | Aug 15, 2018 | Deep Reinforcement LearningReal-Time Strategy Games | CodeCode Available | 0 |
| Visual Sensor Network Reconfiguration with Deep Reinforcement Learning | Aug 13, 2018 | Deep Reinforcement Learningobject-detection | —Unverified | 0 |
| End-to-end Active Object Tracking and Its Real-world Deployment via Reinforcement Learning | Aug 10, 2018 | Deep Reinforcement LearningObject | —Unverified | 0 |
| An Efficient Deep Reinforcement Learning Model for Urban Traffic Control | Aug 6, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Interpretable Rationale Augmented Charge Prediction System | Aug 1, 2018 | ClassificationDeep Reinforcement Learning | —Unverified | 0 |
| A New Concept of Deep Reinforcement Learning based Augmented General Tagging System | Aug 1, 2018 | Deep Reinforcement LearningNamed Entity Recognition (NER) | —Unverified | 0 |
| Structured Dialogue Policy with Graph Neural Networks | Aug 1, 2018 | Automatic Speech Recognition (ASR)Decision Making | —Unverified | 0 |
| Multi-Agent Deep Reinforcement Learning for Dynamic Power Allocation in Wireless Networks | Aug 1, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Improving Spatiotemporal Self-Supervision by Deep Reinforcement Learning | Jul 30, 2018 | Deep Reinforcement LearningGeneral Classification | —Unverified | 0 |
| Learning to Interrupt: A Hierarchical Deep Reinforcement Learning Framework for Efficient Exploration | Jul 30, 2018 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
| Active Object Perceiver: Recognition-guided Policy Learning for Object Searching on Mobile Robots | Jul 30, 2018 | Deep Reinforcement LearningObject | —Unverified | 0 |
| Learning to Play Pong using Policy Gradient Learning | Jul 23, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Asynchronous Advantage Actor-Critic Agent for Starcraft II | Jul 22, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| NAVREN-RL: Learning to fly in real environment via end-to-end deep reinforcement learning using monocular images | Jul 22, 2018 | Deep Reinforcement LearningNavigate | —Unverified | 0 |
| Learning Heuristics for Quantified Boolean Formulas through Deep Reinforcement Learning | Jul 20, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| FuzzerGym: A Competitive Framework for Fuzzing and Learning | Jul 19, 2018 | Deep Reinforcement LearningFault Detection | —Unverified | 0 |
| Deep Reinforcement Learning for Swarm Systems | Jul 17, 2018 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Learning to Listen, Read, and Follow: Score Following as a Reinforcement Learning Game | Jul 17, 2018 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Remember and Forget for Experience Replay | Jul 16, 2018 | Deep Reinforcement LearningPolicy Gradient Methods | CodeCode Available | 0 |
| Online Robust Policy Learning in the Presence of Unknown Adversaries | Jul 16, 2018 | Deep Reinforcement LearningOpenAI Gym | —Unverified | 0 |
| Toward Interpretable Deep Reinforcement Learning with Linear Model U-Trees | Jul 16, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| The Bottleneck Simulator: A Model-based Deep Reinforcement Learning Approach | Jul 12, 2018 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
