| Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation | Jan 5, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Hybrid intelligence for dynamic job-shop scheduling with deep reinforcement learning and attention mechanism | Jan 3, 2022 | Deep Reinforcement LearningGraph Representation Learning | CodeCode Available | 1 |
| SimSR: Simple Distance-based State Representation for Deep Reinforcement Learning | Dec 31, 2021 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Lane Change Decision-Making through Deep Reinforcement Learning | Dec 24, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Safety and Liveness Guarantees through Reach-Avoid Reinforcement Learning | Dec 23, 2021 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 1 |
| A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with Drone | Dec 22, 2021 | Combinatorial OptimizationComputational Efficiency | CodeCode Available | 1 |
| Adversarial Deep Reinforcement Learning for Improving the Robustness of Multi-agent Autonomous Driving Policies | Dec 22, 2021 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 1 |
| Space Non-cooperative Object Active Tracking with Deep Reinforcement Learning | Dec 18, 2021 | Deep Reinforcement LearningPose Estimation | CodeCode Available | 1 |
| ColO-RAN: Developing Machine Learning-based xApps for Open RAN Closed-loop Control on Programmable Experimental Platforms | Dec 17, 2021 | Deep Reinforcement LearningScheduling | CodeCode Available | 1 |
| Stochastic Actor-Executor-Critic for Image-to-Image Translation | Dec 14, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Faster Deep Reinforcement Learning with Slower Online Network | Dec 10, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks | Dec 7, 2021 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| Functional Regularization for Reinforcement Learning via Learned Fourier Features | Dec 6, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| EDGE: Explaining Deep Reinforcement Learning Policies | Dec 1, 2021 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming Seeding | Dec 1, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Automatic Data Augmentation for Generalization in Reinforcement Learning | Dec 1, 2021 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 |
| NovelD: A Simple yet Effective Exploration Criterion | Dec 1, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| User Allocation in Mobile Edge Computing: A Deep Reinforcement Learning Approach | Nov 11, 2021 | CPUDeep Reinforcement Learning | CodeCode Available | 1 |
| Data-Efficient Deep Reinforcement Learning for Attitude Control of Fixed-Wing UAVs: Field Experiments | Nov 7, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Robust Deep Reinforcement Learning for Quadcopter Control | Nov 6, 2021 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Learning Large Neighborhood Search Policy for Integer Programming | Nov 1, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| URLB: Unsupervised Reinforcement Learning Benchmark | Oct 28, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Learning Domain Invariant Representations in Goal-conditioned Block MDPs | Oct 27, 2021 | Deep Reinforcement LearningDomain Generalization | CodeCode Available | 1 |
| Towards Robust Bisimulation Metric Learning | Oct 27, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Learning Collaborative Policies to Solve NP-hard Routing Problems | Oct 26, 2021 | Deep Reinforcement LearningTraveling Salesman Problem | CodeCode Available | 1 |
