| Sample-Efficient Reinforcement Learning through Transfer and Architectural Priors | Jan 7, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Faster Deep Q-learning using Neural Episodic Control | Jan 6, 2018 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Deep Reinforcement Learning based Optimal Control of Hot Water Systems | Jan 4, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Jointly Learning to Construct and Control Agents using Deep Reinforcement Learning | Jan 4, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| ScreenerNet: Learning Self-Paced Curriculum for Deep Neural Networks | Jan 3, 2018 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Autonomous Vehicle Fleet Coordination With Deep Reinforcement Learning | Jan 1, 2018 | Autonomous VehiclesDecision Making | —Unverified | 0 |
| Learning to Treat Sepsis with Multi-Output Gaussian Process Deep Recurrent Q-Networks | Jan 1, 2018 | Deep Reinforcement LearningGaussian Processes | —Unverified | 0 |
| A Hierarchical Model for Device Placement | Jan 1, 2018 | Deep Reinforcement LearningMachine Translation | —Unverified | 0 |
| Avoiding Catastrophic States with Intrinsic Fear | Jan 1, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Using Deep Reinforcement Learning to Generate Rationales for Molecules | Jan 1, 2018 | Deep Reinforcement LearningDrug Design | —Unverified | 0 |
| Latent forward model for Real-time Strategy game planning with incomplete information | Jan 1, 2018 | Atari GamesDecision Making | —Unverified | 0 |
| Combining Model-based and Model-free RL via Multi-step Control Variates | Jan 1, 2018 | continuous-controlContinuous Control | —Unverified | 0 |
| TRL: Discriminative Hints for Scalable Reverse Curriculum Learning | Jan 1, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Domain Adaptation for Deep Reinforcement Learning in Visually Distinct Games | Jan 1, 2018 | Deep Reinforcement LearningDomain Adaptation | —Unverified | 0 |
| Learning Robust Rewards with Adverserial Inverse Reinforcement Learning | Jan 1, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Policy Gradient For Multidimensional Action Spaces: Action Sampling and Entropy Bonus | Jan 1, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Long Term Memory Network for Combinatorial Optimization Problems | Jan 1, 2018 | Combinatorial OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| LSD-Net: Look, Step and Detect for Joint Navigation and Multi-View Recognition with Deep Reinforcement Learning | Jan 1, 2018 | Deep Reinforcement LearningGeneral Classification | —Unverified | 0 |
| PARAMETRIZED DEEP Q-NETWORKS LEARNING: PLAYING ONLINE BATTLE ARENA WITH DISCRETE-CONTINUOUS HYBRID ACTION SPACE | Jan 1, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| A dynamic game approach to training robust deep policies | Jan 1, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Do Deep Reinforcement Learning Algorithms really Learn to Navigate? | Jan 1, 2018 | Deep Reinforcement LearningNavigate | —Unverified | 0 |
| AUTOMATA GUIDED HIERARCHICAL REINFORCEMENT LEARNING FOR ZERO-SHOT SKILL COMPOSITION | Jan 1, 2018 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward | Dec 29, 2017 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Federated Control with Hierarchical Multi-Agent Deep Reinforcement Learning | Dec 22, 2017 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 0 |
| A Deep Policy Inference Q-Network for Multi-Agent Systems | Dec 21, 2017 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
