| 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 State Representations for Query Optimization with Deep Reinforcement Learning | Mar 22, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning with Model Learning and Monte Carlo Tree Search in Minecraft | Mar 22, 2018 | Deep Reinforcement LearningMinecraft | —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 |
| Optimizing Sponsored Search Ranking Strategy by Deep Reinforcement Learning | Mar 20, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Variance Reduction for Policy Gradient with Action-Dependent Factorized Baselines | Mar 20, 2018 | Deep Reinforcement LearningPolicy Gradient Methods | —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 |
| 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 |
| 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 |
| 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 |
| DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling | Mar 8, 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 |
| 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 |
| Model-Free Control for Distributed Stream Data Processing using Deep Reinforcement Learning | Mar 2, 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 |
| Deep Reinforcement Learning for Sponsored Search Real-time Bidding | Mar 1, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Selective Experience Replay for Lifelong Learning | Feb 28, 2018 | Deep Reinforcement LearningLifelong learning | CodeCode Available | 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 Reinforcement Learning for Join Order Enumeration | Feb 28, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 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 |
| Weighted Double Deep Multiagent Reinforcement Learning in Stochastic Cooperative Environments | Feb 23, 2018 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Structured Control Nets for Deep Reinforcement Learning | Feb 22, 2018 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Machine Theory of Mind | Feb 21, 2018 | Deep Reinforcement LearningMeta-Learning | —Unverified | 0 |
| Continual Reinforcement Learning with Complex Synapses | Feb 20, 2018 | Continual LearningDeep Reinforcement Learning | —Unverified | 0 |
| Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning | Feb 19, 2018 | Deep Reinforcement LearningRecommendation Systems | —Unverified | 0 |
| Efficient Collaborative Multi-Agent Deep Reinforcement Learning for Large-Scale Fleet Management | Feb 18, 2018 | Deep Reinforcement LearningManagement | CodeCode Available | 0 |
| Sim-to-Real Optimization of Complex Real World Mobile Network with Imperfect Information via Deep Reinforcement Learning from Self-play | Feb 18, 2018 | Deep Reinforcement LearningMulti-Task Learning | —Unverified | 0 |
| From Gameplay to Symbolic Reasoning: Learning SAT Solver Heuristics in the Style of Alpha(Go) Zero | Feb 14, 2018 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| GEP-PG: Decoupling Exploration and Exploitation in Deep Reinforcement Learning Algorithms | Feb 14, 2018 | Deep Reinforcement LearningDiversity | CodeCode Available | 0 |
| Diversity-Driven Exploration Strategy for Deep Reinforcement Learning | Feb 13, 2018 | Deep Reinforcement LearningDiversity | —Unverified | 0 |
| A Deep Reinforcement Learning Framework for Rebalancing Dockless Bike Sharing Systems | Feb 13, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Progressive Reinforcement Learning with Distillation for Multi-Skilled Motion Control | Feb 13, 2018 | continuous-controlContinuous Control | —Unverified | 0 |
| Efficient Model-Based Deep Reinforcement Learning with Variational State Tabulation | Feb 12, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Sample Efficient Deep Reinforcement Learning for Dialogue Systems with Large Action Spaces | Feb 11, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |