| Automated vehicle's behavior decision making using deep reinforcement learning and high-fidelity simulation environment | Apr 17, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| On Improving Deep Reinforcement Learning for POMDPs | Apr 17, 2018 | Atari GamesDecision Making | —Unverified | 0 |
| Learning How to Self-Learn: Enhancing Self-Training Using Neural Reinforcement Learning | Apr 16, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Multi-modality Sensor Data Classification with Selective Attention | Apr 16, 2018 | ClassificationDeep Reinforcement Learning | —Unverified | 0 |
| Robust Dual View Deep Agent | Apr 13, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Distort-and-Recover: Color Enhancement using Deep Reinforcement Learning | Apr 12, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Feature-Based Aggregation and Deep Reinforcement Learning: A Survey and Some New Implementations | Apr 12, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning | Apr 10, 2018 | Deep Reinforcement LearningImage Restoration | CodeCode Available | 0 |
| Outline Objects using Deep Reinforcement Learning | Apr 10, 2018 | Deep Reinforcement LearningImage Segmentation | —Unverified | 0 |
| DeepMimic: Example-Guided Deep Reinforcement Learning of Physics-Based Character Skills | Apr 8, 2018 | Deep Reinforcement LearningMotion Synthesis | CodeCode Available | 1 |
| Programmatically Interpretable Reinforcement Learning | Apr 6, 2018 | Car RacingDeep Reinforcement Learning | —Unverified | 0 |
| A Human Mixed Strategy Approach to Deep Reinforcement Learning | Apr 5, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Information Maximizing Exploration with a Latent Dynamics Model | Apr 4, 2018 | continuous-controlContinuous Control | —Unverified | 0 |
| EmoRL: Continuous Acoustic Emotion Classification using Deep Reinforcement Learning | Apr 3, 2018 | ClassificationDeep Reinforcement Learning | —Unverified | 0 |
| Learning to Run challenge solutions: Adapting reinforcement learning methods for neuromusculoskeletal environments | Apr 2, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Curiosity-driven Exploration for Mapless Navigation with Deep Reinforcement Learning | Apr 2, 2018 | Deep Reinforcement LearningNavigate | —Unverified | 0 |
| Learning to Run challenge: Synthesizing physiologically accurate motion using deep reinforcement learning | Mar 31, 2018 | Deep Reinforcement LearningNavigate | —Unverified | 0 |
| Learning to Navigate in Cities Without a Map | Mar 31, 2018 | Autonomous NavigationDeep Reinforcement Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for Traffic Light Control in Vehicular Networks | Mar 29, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Learning Synergies between Pushing and Grasping with Self-supervised Deep Reinforcement Learning | Mar 27, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning with Model Learning and Monte Carlo Tree Search in Minecraft | Mar 22, 2018 | Deep Reinforcement LearningMinecraft | —Unverified | 0 |
| Learning State Representations for Query Optimization with Deep Reinforcement Learning | Mar 22, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Look Before You Leap: Bridging Model-Free and Model-Based Reinforcement Learning for Planned-Ahead Vision-and-Language Navigation | Mar 21, 2018 | Deep Reinforcement Learningmodel | CodeCode Available | 0 |
| Natural Gradient Deep Q-learning | Mar 20, 2018 | Deep Reinforcement LearningHyperparameter Optimization | —Unverified | 0 |
| Variance Reduction for Policy Gradient with Action-Dependent Factorized Baselines | Mar 20, 2018 | Deep Reinforcement LearningPolicy Gradient Methods | —Unverified | 0 |
| Optimizing Sponsored Search Ranking Strategy by Deep Reinforcement Learning | Mar 20, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Composable Deep Reinforcement Learning for Robotic Manipulation | Mar 19, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Rearrangement with Nonprehensile Manipulation Using Deep Reinforcement Learning | Mar 15, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Automated Speed and Lane Change Decision Making using Deep Reinforcement Learning | Mar 14, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| The 2017 AIBIRDS Competition | Mar 14, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Learning to Play General Video-Games via an Object Embedding Network | Mar 14, 2018 | Deep Reinforcement LearningObject | CodeCode Available | 0 |
| Imitation Learning with Concurrent Actions in 3D Games | Mar 14, 2018 | Deep Reinforcement LearningImitation Learning | —Unverified | 0 |
| Policy Search in Continuous Action Domains: an Overview | Mar 13, 2018 | Bayesian OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Deep reinforcement learning for time series: playing idealized trading games | Mar 11, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Kickstarting Deep Reinforcement Learning | Mar 10, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| A Multi-Objective Deep Reinforcement Learning Framework | Mar 8, 2018 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | —Unverified | 0 |
| The Advantage of Doubling: A Deep Reinforcement Learning Approach to Studying the Double Team in the NBA | Mar 8, 2018 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling | Mar 8, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Accelerated Methods for Deep Reinforcement Learning | Mar 7, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 2 |
| Extracting Action Sequences from Texts Based on Deep Reinforcement Learning | Mar 7, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches | Mar 3, 2018 | Deep LearningDeep Reinforcement Learning | —Unverified | 0 |
| Distributed Prioritized Experience Replay | Mar 2, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 3 |
| Model-Free Control for Distributed Stream Data Processing using Deep Reinforcement Learning | Mar 2, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning for Sponsored Search Real-time Bidding | Mar 1, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Learning for Signal Authentication and Security in Massive Internet of Things Systems | Mar 1, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Selective Experience Replay for Lifelong Learning | Feb 28, 2018 | Deep Reinforcement LearningLifelong learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for Join Order Enumeration | Feb 28, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning for Vision-Based Robotic Grasping: A Simulated Comparative Evaluation of Off-Policy Methods | Feb 28, 2018 | Deep Reinforcement LearningDiversity | CodeCode Available | 0 |
| Deep Bayesian Bandits Showdown: An Empirical Comparison of Bayesian Deep Networks for Thompson Sampling | Feb 26, 2018 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Reinforcement and Imitation Learning for Diverse Visuomotor Skills | Feb 26, 2018 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 0 |
