| 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 |
| Remember and Forget for Experience Replay | Jul 16, 2018 | Deep Reinforcement LearningPolicy Gradient Methods | CodeCode Available | 0 |
| The Bottleneck Simulator: A Model-based Deep Reinforcement Learning Approach | Jul 12, 2018 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Algorithmic Framework for Model-based Deep Reinforcement Learning with Theoretical Guarantees | Jul 10, 2018 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Video Summarisation by Classification with Deep Reinforcement Learning | Jul 9, 2018 | ClassificationDecision Making | —Unverified | 0 |
| Financial Trading as a Game: A Deep Reinforcement Learning Approach | Jul 8, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| End-to-End Race Driving with Deep Reinforcement Learning | Jul 6, 2018 | Deep Reinforcement LearningDomain Adaptation | —Unverified | 0 |
| Deep Reinforcement Learning for Doom using Unsupervised Auxiliary Tasks | Jul 5, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Arcades: A deep model for adaptive decision making in voice controlled smart-home | Jul 5, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| BOHB: Robust and Efficient Hyperparameter Optimization at Scale | Jul 4, 2018 | Bayesian OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Human-level performance in first-person multiplayer games with population-based deep reinforcement learning | Jul 3, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Learning Goal-Oriented Visual Dialog via Tempered Policy Gradient | Jul 2, 2018 | Deep Reinforcement LearningPolicy Gradient Methods | CodeCode Available | 0 |
| Deep Reinforcement Learning in Continuous Action Spaces: a Case Study in the Game of Simulated Curling | Jul 1, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for NLP | Jul 1, 2018 | Atari Gamescoreference-resolution | —Unverified | 0 |
| Towards Mixed Optimization for Reinforcement Learning with Program Synthesis | Jul 1, 2018 | Deep Reinforcement LearningProgram Repair | —Unverified | 0 |
| Learning to Drive in a Day | Jul 1, 2018 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 0 |
| Illuminating Generalization in Deep Reinforcement Learning through Procedural Level Generation | Jun 28, 2018 | ClusteringDeep Reinforcement Learning | CodeCode Available | 0 |
| QT-Opt: Scalable Deep Reinforcement Learning for Vision-Based Robotic Manipulation | Jun 27, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Adversarial Active Exploration for Inverse Dynamics Model Learning | Jun 26, 2018 | Deep Reinforcement LearningImitation Learning | —Unverified | 0 |
| Accuracy-based Curriculum Learning in Deep Reinforcement Learning | Jun 25, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Deep Reinforcement Learning: An Overview | Jun 23, 2018 | BIG-bench Machine LearningDeep Learning | —Unverified | 0 |
| Learning-to-Ask: Knowledge Acquisition via 20 Questions | Jun 22, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning for Surgical Gesture Segmentation and Classification | Jun 21, 2018 | Action SegmentationClassification | CodeCode Available | 0 |
| How Many Random Seeds? Statistical Power Analysis in Deep Reinforcement Learning Experiments | Jun 21, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |