| Relation-Aware Transformer for Portfolio Policy Learning | Jul 1, 2020 | Deep Reinforcement LearningRelation | CodeCode Available | 1 |
| UAV Path Planning for Wireless Data Harvesting: A Deep Reinforcement Learning Approach | Jul 1, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| MDP Homomorphic Networks: Group Symmetries in Reinforcement Learning | Jun 30, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation | Jun 26, 2020 | Atari GamesData Augmentation | CodeCode Available | 1 |
| Online 3D Bin Packing with Constrained Deep Reinforcement Learning | Jun 26, 2020 | 3D Bin PackingCollision Avoidance | CodeCode Available | 1 |
| A Closer Look at Invalid Action Masking in Policy Gradient Algorithms | Jun 25, 2020 | Deep Reinforcement LearningReal-Time Strategy Games | CodeCode Available | 1 |
| Experience Replay with Likelihood-free Importance Weights | Jun 23, 2020 | Deep Reinforcement LearningOpenAI Gym | CodeCode Available | 1 |
| Automatic Data Augmentation for Generalization in Deep Reinforcement Learning | Jun 23, 2020 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 |
| DREAM: Deep Regret minimization with Advantage baselines and Model-free learning | Jun 18, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Learning What to Defer for Maximum Independent Sets | Jun 17, 2020 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Forgetful Experience Replay in Hierarchical Reinforcement Learning from Demonstrations | Jun 17, 2020 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Learning to Track Dynamic Targets in Partially Known Environments | Jun 17, 2020 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| Neural Ordinary Differential Equation Control of Dynamics on Graphs | Jun 17, 2020 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Agent Modelling under Partial Observability for Deep Reinforcement Learning | Jun 16, 2020 | DecoderDeep Reinforcement Learning | CodeCode Available | 1 |
| Pipeline PSRO: A Scalable Approach for Finding Approximate Nash Equilibria in Large Games | Jun 15, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks | Jun 14, 2020 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Learning to Play No-Press Diplomacy with Best Response Policy Iteration | Jun 8, 2020 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Deep Reinforcement Learning for Human-Like Driving Policies in Collision Avoidance Tasks of Self-Driving Cars | Jun 7, 2020 | Autonomous VehiclesCollision Avoidance | CodeCode Available | 1 |
| Single-step deep reinforcement learning for open-loop control of laminar and turbulent flows | Jun 4, 2020 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Solving Hard AI Planning Instances Using Curriculum-Driven Deep Reinforcement Learning | Jun 4, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Interferobot: aligning an optical interferometer by a reinforcement learning agent | Jun 3, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization | Jun 2, 2020 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Acme: A Research Framework for Distributed Reinforcement Learning | Jun 1, 2020 | Deep Reinforcement LearningDQN Replay Dataset | CodeCode Available | 1 |
| Sim2Real for Peg-Hole Insertion with Eye-in-Hand Camera | May 29, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement learning for real autonomous mobile robot navigation in indoor environments | May 28, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Implementation Matters in Deep Policy Gradients: A Case Study on PPO and TRPO | May 25, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Decentralized Deep Reinforcement Learning for a Distributed and Adaptive Locomotion Controller of a Hexapod Robot | May 21, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Ultrasound Video Summarization using Deep Reinforcement Learning | May 19, 2020 | Deep Reinforcement LearningDiagnostic | CodeCode Available | 1 |
| DeepSoCS: A Neural Scheduler for Heterogeneous System-on-Chip (SoC) Resource Scheduling | May 15, 2020 | Deep Reinforcement LearningGPU | CodeCode Available | 1 |
| Delay-Aware Multi-Agent Reinforcement Learning for Cooperative and Competitive Environments | May 11, 2020 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| CARL: Controllable Agent with Reinforcement Learning for Quadruped Locomotion | May 7, 2020 | Deep Reinforcement LearningMotion Synthesis | CodeCode Available | 1 |
| Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems | May 4, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Implementation Matters in Deep RL: A Case Study on PPO and TRPO | May 1, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Logic and the 2-Simplicial Transformer | May 1, 2020 | Deep Reinforcement LearningInductive Bias | CodeCode Available | 1 |
| The AI Economist: Improving Equality and Productivity with AI-Driven Tax Policies | Apr 28, 2020 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 1 |
| Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels | Apr 28, 2020 | AllAtari Games 100k | CodeCode Available | 1 |
| Curiosity-Driven Energy-Efficient Worker Scheduling in Vehicular Crowdsourcing: A Deep Reinforcement Learning Approach | Apr 24, 2020 | Deep Reinforcement LearningFairness | CodeCode Available | 1 |
| Self-Paced Deep Reinforcement Learning | Apr 24, 2020 | Deep Reinforcement LearningOpen-Ended Question Answering | CodeCode Available | 1 |
| Chip Placement with Deep Reinforcement Learning | Apr 22, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| A Text-based Deep Reinforcement Learning Framework for Interactive Recommendation | Apr 14, 2020 | Deep Reinforcement LearningInteractive Recommendation | CodeCode Available | 1 |
| Topological Quantum Compiling with Reinforcement Learning | Apr 9, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| An Application of Deep Reinforcement Learning to Algorithmic Trading | Apr 7, 2020 | Algorithmic TradingDeep Reinforcement Learning | CodeCode Available | 1 |
| Learning 2-opt Heuristics for the Traveling Salesman Problem via Deep Reinforcement Learning | Apr 3, 2020 | Deep LearningDeep Reinforcement Learning | CodeCode Available | 1 |
| MRI Reconstruction with Interpretable Pixel-Wise Operations Using Reinforcement Learning | Apr 3, 2020 | compressed sensingDeep Reinforcement Learning | CodeCode Available | 1 |
| Action Space Shaping in Deep Reinforcement Learning | Apr 2, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Obstacle Tower Without Human Demonstrations: How Far a Deep Feed-Forward Network Goes with Reinforcement Learning | Apr 1, 2020 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 1 |
| Optical Non-Line-of-Sight Physics-based 3D Human Pose Estimation | Mar 31, 2020 | 3D Human Pose EstimationDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep reinforcement learning for large-scale epidemic control | Mar 30, 2020 | Computational EfficiencyDeep Reinforcement Learning | CodeCode Available | 1 |
| Ultrasound-Guided Robotic Navigation with Deep Reinforcement Learning | Mar 30, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Modeling 3D Shapes by Reinforcement Learning | Mar 27, 2020 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 1 |
