| Enabling Cognitive Smart Cities Using Big Data and Machine Learning: Approaches and Challenges | Oct 9, 2018 | BIG-bench Machine LearningDeep Reinforcement Learning | —Unverified | 0 |
| Realizing Learned Quadruped Locomotion Behaviors through Kinematic Motion Primitives | Oct 9, 2018 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Semi-supervised Deep Reinforcement Learning in Support of IoT and Smart City Services | Oct 9, 2018 | Deep Reinforcement LearningIndoor Localization | CodeCode Available | 0 |
| SFV: Reinforcement Learning of Physical Skills from Videos | Oct 8, 2018 | Deep Reinforcement LearningPose Estimation | CodeCode Available | 0 |
| Multi-agent Deep Reinforcement Learning for Zero Energy Communities | Oct 8, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Actor-Critic Deep Reinforcement Learning for Dynamic Multichannel Access | Oct 8, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Where Did My Optimum Go?: An Empirical Analysis of Gradient Descent Optimization in Policy Gradient Methods | Oct 5, 2018 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Image-based Guidance of Autonomous Aircraft for Wildfire Surveillance and Prediction | Oct 4, 2018 | Deep Reinforcement LearningNavigate | CodeCode Available | 0 |
| Deep Reinforcement Learning for Time Scheduling in RF-Powered Backscatter Cognitive Radio Networks | Oct 3, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Reinforcement Learning with Perturbed Rewards | Oct 2, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| CEM-RL: Combining evolutionary and gradient-based methods for policy search | Oct 2, 2018 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Autonomous Sub-domain Modeling for Dialogue Policy with Hierarchical Deep Reinforcement Learning | Oct 1, 2018 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management | Oct 1, 2018 | Deep Reinforcement LearningDialogue Management | —Unverified | 0 |
| Interactive Learning with Corrective Feedback for Policies based on Deep Neural Networks | Sep 30, 2018 | Car RacingDecision Making | CodeCode Available | 0 |
| Using State Predictions for Value Regularization in Curiosity Driven Deep Reinforcement Learning | Sep 30, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Deep Quality-Value (DQV) Learning | Sep 30, 2018 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Generalization and Regularization in DQN | Sep 29, 2018 | Atari GamesBenchmarking | CodeCode Available | 0 |
| Learning and Planning with a Semantic Model | Sep 28, 2018 | Deep Reinforcement Learningmodel | —Unverified | 0 |
| Propagation Networks for Model-Based Control Under Partial Observation | Sep 28, 2018 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| COLLABORATIVE MULTIAGENT REINFORCEMENT LEARNING IN HOMOGENEOUS SWARMS | Sep 27, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning of Universal Policies with Diverse Environment Summaries | Sep 27, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Dynamic Pricing on E-commerce Platform with Deep Reinforcement Learning | Sep 27, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Constraining Action Sequences with Formal Languages for Deep Reinforcement Learning | Sep 27, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Learning Physics Priors for Deep Reinforcement Learing | Sep 27, 2018 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Shrinkage-based Bias-Variance Trade-off for Deep Reinforcement Learning | Sep 27, 2018 | continuous-controlContinuous Control | —Unverified | 0 |
| Guided Exploration in Deep Reinforcement Learning | Sep 27, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Expressiveness in Deep Reinforcement Learning | Sep 27, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Where Off-Policy Deep Reinforcement Learning Fails | Sep 27, 2018 | continuous-controlContinuous Control | —Unverified | 0 |
| Towards More Theoretically-Grounded Particle Optimization Sampling for Deep Learning | Sep 27, 2018 | Deep LearningDeep Reinforcement Learning | —Unverified | 0 |
| The wisdom of the crowd: reliable deep reinforcement learning through ensembles of Q-functions | Sep 27, 2018 | Deep Reinforcement LearningPolicy Gradient Methods | —Unverified | 0 |
| AlphaSeq: Sequence Discovery with Deep Reinforcement Learning | Sep 26, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning through Probing: a decentralized reinforcement learning architecture for social dilemmas | Sep 26, 2018 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Learning Navigation Behaviors End-to-End with AutoRL | Sep 26, 2018 | Deep Reinforcement LearningMotion Planning | —Unverified | 0 |
| Anderson Acceleration for Reinforcement Learning | Sep 25, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| SDN Flow Entry Management Using Reinforcement Learning | Sep 24, 2018 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Crowd-Robot Interaction: Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning | Sep 24, 2018 | Deep Reinforcement LearningHuman Dynamics | CodeCode Available | 1 |
| Geometric Multi-Model Fitting by Deep Reinforcement Learning | Sep 22, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Dynamic Weights in Multi-Objective Deep Reinforcement Learning | Sep 20, 2018 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | CodeCode Available | 0 |
| Sim-to-Real Transfer of Robot Learning with Variable Length Inputs | Sep 20, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| In-Edge AI: Intelligentizing Mobile Edge Computing, Caching and Communication by Federated Learning | Sep 19, 2018 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| Leveraging Contact Forces for Learning to Grasp | Sep 19, 2018 | Deep Reinforcement LearningObject | CodeCode Available | 0 |
| TStarBots: Defeating the Cheating Level Builtin AI in StarCraft II in the Full Game | Sep 19, 2018 | AI AgentDecision Making | CodeCode Available | 0 |
| Switching Isotropic and Directional Exploration with Parameter Space Noise in Deep Reinforcement Learning | Sep 18, 2018 | Deep Reinforcement LearningOpenAI Gym | —Unverified | 0 |
| Curriculum goal masking for continuous deep reinforcement learning | Sep 17, 2018 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Muscle Excitation Estimation in Biomechanical Simulation Using NAF Reinforcement Learning | Sep 17, 2018 | Deep Reinforcement LearningPoint Tracking | CodeCode Available | 0 |
| Generalizing Across Multi-Objective Reward Functions in Deep Reinforcement Learning | Sep 17, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Object-sensitive Deep Reinforcement Learning | Sep 17, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Transparency and Explanation in Deep Reinforcement Learning Neural Networks | Sep 17, 2018 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Deterministic Implementations for Reproducibility in Deep Reinforcement Learning | Sep 15, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Towards Better Interpretability in Deep Q-Networks | Sep 15, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
