| Personalised Meta-path Generation for Heterogeneous GNNs | Oct 26, 2020 | Deep Reinforcement LearningGraph Representation Learning | CodeCode Available | 1 |
| Learning Guidance Rewards with Trajectory-space Smoothing | Oct 23, 2020 | AttributeDeep Reinforcement Learning | CodeCode Available | 1 |
| Bridging Imagination and Reality for Model-Based Deep Reinforcement Learning | Oct 23, 2020 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Multi-UAV Path Planning for Wireless Data Harvesting with Deep Reinforcement Learning | Oct 23, 2020 | Collision AvoidanceDeep Reinforcement Learning | CodeCode Available | 1 |
| Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning | Oct 23, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Reinforcement Learning with Combinatorial Actions: An Application to Vehicle Routing | Oct 22, 2020 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Improving Generalization in Reinforcement Learning with Mixture Regularization | Oct 21, 2020 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 |
| Correlation-aware Cooperative Multigroup Broadcast 360° Video Delivery Network: A Hierarchical Deep Reinforcement Learning Approach | Oct 21, 2020 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Visual Navigation in Real-World Indoor Environments Using End-to-End Deep Reinforcement Learning | Oct 21, 2020 | Deep Reinforcement LearningGPU | CodeCode Available | 1 |
| Iterative Amortized Policy Optimization | Oct 20, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control | Oct 19, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Knowledge Transfer in Multi-Task Deep Reinforcement Learning for Continuous Control | Oct 15, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| UAV Path Planning using Global and Local Map Information with Deep Reinforcement Learning | Oct 14, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Real-Time Optimization of Pumps in Water Distribution Systems | Oct 13, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| A DRL-based Multiagent Cooperative Control Framework for CAV Networks: a Graphic Convolution Q Network | Oct 12, 2020 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Distributed Resource Allocation with Multi-Agent Deep Reinforcement Learning for 5G-V2V Communication | Oct 11, 2020 | Deep Reinforcement LearningDistributed Optimization | CodeCode Available | 1 |
| Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning | Oct 9, 2020 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| EpidemiOptim: A Toolbox for the Optimization of Control Policies in Epidemiological Models | Oct 9, 2020 | Deep Reinforcement LearningEpidemiology | CodeCode Available | 1 |
| Prioritized Level Replay | Oct 8, 2020 | Deep Reinforcement LearningSystematic Generalization | CodeCode Available | 1 |
| A Traffic Light Dynamic Control Algorithm with Deep Reinforcement Learning Based on GNN Prediction | Sep 29, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Symbolic Relational Deep Reinforcement Learning based on Graph Neural Networks and Autoregressive Policy Decomposition | Sep 25, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Process Synthesis | Sep 23, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| SREC: Proactive Self-Remedy of Energy-Constrained UAV-Based Networks via Deep Reinforcement Learning | Sep 17, 2020 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Meta-AAD: Active Anomaly Detection with Deep Reinforcement Learning | Sep 16, 2020 | Anomaly DetectionDeep Reinforcement Learning | CodeCode Available | 1 |
| Toward Deep Supervised Anomaly Detection: Reinforcement Learning from Partially Labeled Anomaly Data | Sep 15, 2020 | Anomaly DetectionDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep Actor-Critic Learning for Distributed Power Control in Wireless Mobile Networks | Sep 14, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Active Inference for Partially Observable MDPs | Sep 8, 2020 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 1 |
| Learning Dexterous Grasping with Object-Centric Visual Affordances | Sep 3, 2020 | Deep Reinforcement LearningObject | CodeCode Available | 1 |
| Sample-Efficient Automated Deep Reinforcement Learning | Sep 3, 2020 | Deep Reinforcement LearningHyperparameter Optimization | CodeCode Available | 1 |
| AllenAct: A Framework for Embodied AI Research | Aug 28, 2020 | Deep Reinforcement LearningEmbodied Question Answering | CodeCode Available | 1 |
| Learning Off-Policy with Online Planning | Aug 23, 2020 | ARCContinuous Control | CodeCode Available | 1 |
| Social-Aware Incentive Mechanism for VehicularCrowdsensing by Deep Reinforcement Learning | Aug 21, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Optimal control towards sustainable wastewater treatment plants based on multi-agent reinforcement learning | Aug 19, 2020 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| TriFinger: An Open-Source Robot for Learning Dexterity | Aug 8, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Contrastive Variational Reinforcement Learning for Complex Observations | Aug 6, 2020 | Atari GamesContinuous Control | CodeCode Available | 1 |
| Robust Deep Reinforcement Learning through Adversarial Loss | Aug 5, 2020 | Adversarial AttackAtari Games | CodeCode Available | 1 |
| Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning | Aug 5, 2020 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 1 |
| Combining Deep Reinforcement Learning and Search for Imperfect-Information Games | Jul 27, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Monte-Carlo Tree Search as Regularized Policy Optimization | Jul 24, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Autonomous Exploration Under Uncertainty via Deep Reinforcement Learning on Graphs | Jul 24, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Integrating Deep Reinforcement Learning Networks with Health System Simulations | Jul 21, 2020 | Deep Reinforcement LearningOpenAI Gym | CodeCode Available | 1 |
| Joint Trajectory and Passive Beamforming Design for Intelligent Reflecting Surface-Aided UAV Communications: A Deep Reinforcement Learning Approach | Jul 16, 2020 | Deep Reinforcement LearningFairness | CodeCode Available | 1 |
| Weighing Counts: Sequential Crowd Counting by Reinforcement Learning | Jul 16, 2020 | Crowd CountingDeep Reinforcement Learning | CodeCode Available | 1 |
| An Equivalence between Loss Functions and Non-Uniform Sampling in Experience Replay | Jul 12, 2020 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Data-Efficient Reinforcement Learning with Self-Predictive Representations | Jul 12, 2020 | Atari Games 100kData Augmentation | CodeCode Available | 1 |
| Long-Term Planning with Deep Reinforcement Learning on Autonomous Drones | Jul 11, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| SUNRISE: A Simple Unified Framework for Ensemble Learning in Deep Reinforcement Learning | Jul 9, 2020 | Deep Reinforcement LearningDiversity | CodeCode Available | 1 |
| Guided Exploration with Proximal Policy Optimization using a Single Demonstration | Jul 7, 2020 | Deep Reinforcement Learning | CodeCode Available | 1 |
| LFQ: Online Learning of Per-flow Queuing Policies using Deep Reinforcement Learning | Jul 6, 2020 | Deep Reinforcement LearningFairness | CodeCode Available | 1 |
| Verifiably Safe Exploration for End-to-End Reinforcement Learning | Jul 2, 2020 | Deep Reinforcement Learningobject-detection | CodeCode Available | 1 |
