| Dealing with Sparse Rewards in Reinforcement Learning | Oct 21, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Deep Reinforcement Learning Control of Quantum Cartpoles | Oct 21, 2019 | Deep LearningDeep Reinforcement Learning | CodeCode Available | 1 |
| Regularization Matters in Policy Optimization | Oct 21, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| A New Framework for Multi-Agent Reinforcement Learning -- Centralized Training and Exploration with Decentralized Execution via Policy Distillation | Oct 21, 2019 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Diverse Behavior Is What Game AI Needs: Generating Varied Human-Like Playing Styles Using Evolutionary Multi-Objective Deep Reinforcement Learning | Oct 20, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Explainable AI: Deep Reinforcement Learning Agents for Residential Demand Side Cost Savings in Smart Grids | Oct 19, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Towards More Sample Efficiency in Reinforcement Learning with Data Augmentation | Oct 19, 2019 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 0 |
| Active 6D Multi-Object Pose Estimation in Cluttered Scenarios with Deep Reinforcement Learning | Oct 19, 2019 | Deep Reinforcement LearningObject | —Unverified | 0 |
| On Connections between Constrained Optimization and Reinforcement Learning | Oct 18, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Automatic Data Augmentation by Learning the Deterministic Policy | Oct 18, 2019 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 0 |
| A Survey of Deep Learning Techniques for Autonomous Driving | Oct 17, 2019 | Autonomous DrivingDeep Learning | —Unverified | 0 |
| Teacher algorithms for curriculum learning of Deep RL in continuously parameterized environments | Oct 16, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Creativity in Robot Manipulation with Deep Reinforcement Learning | Oct 16, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case | Oct 16, 2019 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| On the Expressivity of Neural Networks for Deep Reinforcement Learning | Oct 14, 2019 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 0 |
| Coordination of PV Smart Inverters Using Deep Reinforcement Learning for Grid Voltage Regulation | Oct 14, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| QoS and Jamming-Aware Wireless Networking Using Deep Reinforcement Learning | Oct 13, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Curiosity-Driven Recommendation Strategy for Adaptive Learning via Deep Reinforcement Learning | Oct 12, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Autonomous Navigation via Deep Reinforcement Learning for Resource Constraint Edge Nodes using Transfer Learning | Oct 12, 2019 | Autonomous NavigationDeep Reinforcement Learning | CodeCode Available | 0 |
| Building HVAC Scheduling Using Reinforcement Learning via Neural Network Based Model Approximation | Oct 11, 2019 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Green Deep Reinforcement Learning for Radio Resource Management: Architecture, Algorithm Compression and Challenge | Oct 11, 2019 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning | Oct 11, 2019 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 0 |
| Efficient Intrinsically Motivated Robotic Grasping with Learning-Adaptive Imagination in Latent Space | Oct 10, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| CityLearn: Diverse Real-World Environments for Sample-Efficient Navigation Policy Learning | Oct 10, 2019 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| A Dual-Hormone Closed-Loop Delivery System for Type 1 Diabetes Using Deep Reinforcement Learning | Oct 9, 2019 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Hierarchical Deep Double Q-Routing | Oct 9, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Defensive Escort Teams via Multi-Agent Deep Reinforcement Learning | Oct 9, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Tactical Reward Shaping: Bypassing Reinforcement Learning with Strategy-Based Goals | Oct 8, 2019 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Policies Modulating Trajectory Generators | Oct 7, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| DeepMNavigate: Deep Reinforced Multi-Robot Navigation Unifying Local & Global Collision Avoidance | Oct 4, 2019 | Collision AvoidanceDeep Reinforcement Learning | —Unverified | 0 |
| Deep Q-Network for Angry Birds | Oct 4, 2019 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Benchmarking Batch Deep Reinforcement Learning Algorithms | Oct 3, 2019 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Single-Shot Diagnosis and Adaptation in Damaged Robots | Oct 2, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| QuaRL: Quantization for Fast and Environmentally Sustainable Reinforcement Learning | Oct 2, 2019 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Never Worse, Mostly Better: Stable Policy Improvement in Deep Reinforcement Learning | Oct 2, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Deep Reinforcement Active Learning for Human-in-the-Loop Person Re-Identification | Oct 1, 2019 | Active LearningDeep Reinforcement Learning | —Unverified | 0 |
| End-to-End Motion Planning of Quadrotors Using Deep Reinforcement Learning | Sep 30, 2019 | Deep Reinforcement LearningMotion Planning | —Unverified | 0 |
| Tensor-based Cooperative Control for Large Scale Multi-intersection Traffic Signal Using Deep Reinforcement Learning and Imitation Learning | Sep 30, 2019 | Deep Reinforcement LearningImitation Learning | —Unverified | 0 |
| Dynamic Interaction-Aware Scene Understanding for Reinforcement Learning in Autonomous Driving | Sep 30, 2019 | Autonomous DrivingDecision Making | —Unverified | 0 |
| How to Evaluate Machine Learning Approaches for Combinatorial Optimization: Application to the Travelling Salesman Problem | Sep 28, 2019 | BIG-bench Machine LearningCombinatorial Optimization | CodeCode Available | 0 |
| Relational Graph Learning for Crowd Navigation | Sep 28, 2019 | Deep Reinforcement LearningGraph Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning Based Power control for Wireless Multicast Systems | Sep 27, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| SURREAL-System: Fully-Integrated Stack for Distributed Deep Reinforcement Learning | Sep 27, 2019 | CPUDeep Reinforcement Learning | —Unverified | 0 |
| Counterfactual States for Atari Agents via Generative Deep Learning | Sep 27, 2019 | counterfactualDecision Making | —Unverified | 0 |
| Harnessing Structures for Value-Based Planning and Reinforcement Learning | Sep 26, 2019 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| V-MPO: On-Policy Maximum a Posteriori Policy Optimization for Discrete and Continuous Control | Sep 26, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Long-term planning, short-term adjustments | Sep 25, 2019 | Deep Reinforcement LearningPrediction | —Unverified | 0 |
| Learning Semantically Meaningful Representations Through Embodiment | Sep 25, 2019 | Deep Reinforcement Learning | —Unverified | 0 |
| QXplore: Q-Learning Exploration by Maximizing Temporal Difference Error | Sep 25, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Improving Exploration of Deep Reinforcement Learning using Planning for Policy Search | Sep 25, 2019 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
