| Simulated Autonomous Driving on Realistic Road Networks using Deep Reinforcement Learning | Dec 12, 2017 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Learning Robust Dialog Policies in Noisy Environments | Dec 11, 2017 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Robust Deep Reinforcement Learning with Adversarial Attacks | Dec 11, 2017 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| MINOS: Multimodal Indoor Simulator for Navigation in Complex Environments | Dec 11, 2017 | Deep Reinforcement LearningNavigate | CodeCode Available | 0 |
| Reinforced dynamics for enhanced sampling in large atomic and molecular systems | Dec 10, 2017 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
| A Novel Model for Arbitration between Planning and Habitual Control Systems | Dec 6, 2017 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| A Deeper Look at Experience Replay | Dec 4, 2017 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Towards the Use of Deep Reinforcement Learning with Global Policy for Query-based Extractive Summarisation | Dec 1, 2017 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Q-LDA: Uncovering Latent Patterns in Text-based Sequential Decision Processes | Dec 1, 2017 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation | Nov 30, 2017 | Deep Reinforcement LearningDialogue Management | —Unverified | 0 |
| Improved Learning in Evolution Strategies via Sparser Inter-Agent Network Topologies | Nov 30, 2017 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Comparing Deep Reinforcement Learning and Evolutionary Methods in Continuous Control | Nov 30, 2017 | continuous-controlContinuous Control | —Unverified | 0 |
| End-to-End Optimization of Task-Oriented Dialogue Model with Deep Reinforcement Learning | Nov 29, 2017 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Automating Vehicles by Deep Reinforcement Learning using Task Separation with Hill Climbing | Nov 29, 2017 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management | Nov 29, 2017 | BenchmarkingDeep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning for De-Novo Drug Design | Nov 29, 2017 | Deep Reinforcement LearningDrug Design | CodeCode Available | 0 |
| Deep Reinforcement Learning for Sepsis Treatment | Nov 27, 2017 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| AI Safety Gridworlds | Nov 27, 2017 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Population Based Training of Neural Networks | Nov 27, 2017 | Deep Reinforcement LearningMachine Translation | CodeCode Available | 1 |
| Divide-and-Conquer Reinforcement Learning | Nov 27, 2017 | Deep Reinforcement LearningPolicy Gradient Methods | CodeCode Available | 0 |
| Malaria Likelihood Prediction By Effectively Surveying Households Using Deep Reinforcement Learning | Nov 25, 2017 | Deep Reinforcement LearningHoldout Set | —Unverified | 0 |
| Action Branching Architectures for Deep Reinforcement Learning | Nov 24, 2017 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Asking the Difficult Questions: Goal-Oriented Visual Question Generation via Intermediate Rewards | Nov 21, 2017 | Deep Reinforcement LearningInformativeness | —Unverified | 0 |
| Classification with Costly Features using Deep Reinforcement Learning | Nov 20, 2017 | ClassificationClassification with Costly Features | CodeCode Available | 0 |
| Implementing the Deep Q-Network | Nov 20, 2017 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
