| Precision medicine as a control problem: Using simulation and deep reinforcement learning to discover adaptive, personalized multi-cytokine therapy for sepsis | Feb 8, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Efficient collective swimming by harnessing vortices through deep reinforcement learning | Feb 7, 2018 | Deep Reinforcement LearningNavigate | —Unverified | 0 |
| A Critical Investigation of Deep Reinforcement Learning for Navigation | Feb 7, 2018 | Deep Reinforcement LearningNavigate | CodeCode Available | 0 |
| Deep Reinforcement Learning for Image Hashing | Feb 7, 2018 | Deep HashingDeep Reinforcement Learning | —Unverified | 0 |
| Shared Autonomy via Deep Reinforcement Learning | Feb 6, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Learning Parametric Closed-Loop Policies for Markov Potential Games | Feb 3, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Virtual-to-Real: Learning to Control in Visual Semantic Segmentation | Feb 1, 2018 | Deep Reinforcement LearningImage Segmentation | —Unverified | 0 |
| Goal-Oriented Chatbot Dialog Management Bootstrapping with Transfer Learning | Feb 1, 2018 | ChatbotDeep Reinforcement Learning | —Unverified | 0 |
| VR-Goggles for Robots: Real-to-sim Domain Adaptation for Visual Control | Feb 1, 2018 | Deep Reinforcement LearningDomain Adaptation | —Unverified | 0 |
| Elements of Effective Deep Reinforcement Learning towards Tactical Driving Decision Making | Feb 1, 2018 | Autonomous DrivingDecision Making | —Unverified | 0 |
| Pretraining Deep Actor-Critic Reinforcement Learning Algorithms With Expert Demonstrations | Jan 31, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning for Programming Language Correction | Jan 31, 2018 | Deep Reinforcement LearningMachine Translation | CodeCode Available | 0 |
| Deep Reinforcement Learning using Capsules in Advanced Game Environments | Jan 29, 2018 | Deep Reinforcement LearningGeneral Classification | —Unverified | 0 |
| Using deep Q-learning to understand the tax evasion behavior of risk-averse firms | Jan 29, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data | Jan 28, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents | Jan 24, 2018 | Change DetectionDeep Reinforcement Learning | CodeCode Available | 0 |
| Learning Symmetric and Low-energy Locomotion | Jan 24, 2018 | Deep Reinforcement LearningMotion Generation | CodeCode Available | 0 |
| A Deep Reinforcement Learning Chatbot (Short Version) | Jan 20, 2018 | ChatbotDeep Reinforcement Learning | —Unverified | 0 |
| The Case for Automatic Database Administration using Deep Reinforcement Learning | Jan 17, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Experience-driven Networking: A Deep Reinforcement Learning based Approach | Jan 17, 2018 | continuous-controlContinuous Control | —Unverified | 0 |
| Cellular-Connected UAVs over 5G: Deep Reinforcement Learning for Interference Management | Jan 16, 2018 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Deep Reinforcement Learning of Cell Movement in the Early Stage of C. elegans Embryogenesis | Jan 14, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Model-Based Action Exploration for Learning Dynamic Motion Skills | Jan 11, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| DeepTraffic: Crowdsourced Hyperparameter Tuning of Deep Reinforcement Learning Systems for Multi-Agent Dense Traffic Navigation | Jan 9, 2018 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 0 |
| Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes | Jan 9, 2018 | Atari GamesCPU | CodeCode Available | 0 |
| 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 |
