| Multi-objective Deep Reinforcement Learning for Mobile Edge Computing | Jul 5, 2023 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 1 |
| Learning Symbolic Rules over Abstract Meaning Representations for Textual Reinforcement Learning | Jul 5, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Dynamic Feature-based Deep Reinforcement Learning for Flow Control of Circular Cylinder with Sparse Surface Pressure Sensing | Jul 5, 2023 | Deep Reinforcement LearningSelf-Learning | CodeCode Available | 1 |
| Towards Safe Autonomous Driving Policies using a Neuro-Symbolic Deep Reinforcement Learning Approach | Jul 3, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Learning Coverage Paths in Unknown Environments with Deep Reinforcement Learning | Jun 29, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Energy Optimization for HVAC Systems in Multi-VAV Open Offices: A Deep Reinforcement Learning Approach | Jun 23, 2023 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| Neural Inventory Control in Networks via Hindsight Differentiable Policy Optimization | Jun 20, 2023 | Deep Reinforcement LearningManagement | CodeCode Available | 1 |
| Comprehensive Training and Evaluation on Deep Reinforcement Learning for Automated Driving in Various Simulated Driving Maneuvers | Jun 20, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning with Task-Adaptive Retrieval via Hypernetwork | Jun 19, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments | Jun 14, 2023 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Seizing Serendipity: Exploiting the Value of Past Success in Off-Policy Actor-Critic | Jun 5, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optimization | Jun 5, 2023 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| For SALE: State-Action Representation Learning for Deep Reinforcement Learning | Jun 4, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 |
| DHRL-FNMR: An Intelligent Multicast Routing Approach Based on Deep Hierarchical Reinforcement Learning in SDN | May 30, 2023 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| NASimEmu: Network Attack Simulator & Emulator for Training Agents Generalizing to Novel Scenarios | May 26, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Market Making with Deep Reinforcement Learning from Limit Order Books | May 25, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Road Planning for Slums via Deep Reinforcement Learning | May 22, 2023 | BlockingDeep Reinforcement Learning | CodeCode Available | 1 |
| Vision-based DRL Autonomous Driving Agent with Sim2Real Transfer | May 19, 2023 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 1 |
| What Matters in Reinforcement Learning for Tractography | May 15, 2023 | Deep Reinforcement LearningGPU | CodeCode Available | 1 |
| Optimal Energy System Scheduling Using A Constraint-Aware Reinforcement Learning Algorithm | May 9, 2023 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| Flexible Job Shop Scheduling via Dual Attention Network Based Reinforcement Learning | May 9, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity | May 7, 2023 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Online Portfolio Management via Deep Reinforcement Learning with High-Frequency Data | May 1, 2023 | Deep Reinforcement LearningManagement | CodeCode Available | 1 |
| Posterior Sampling for Deep Reinforcement Learning | Apr 30, 2023 | Computational EfficiencyDeep Reinforcement Learning | CodeCode Available | 1 |
| SocNavGym: A Reinforcement Learning Gym for Social Navigation | Apr 27, 2023 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| TempoRL: laser pulse temporal shape optimization with Deep Reinforcement Learning | Apr 20, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| H-TSP: Hierarchically Solving the Large-Scale Travelling Salesman Problem | Apr 19, 2023 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 1 |
| Pointerformer: Deep Reinforced Multi-Pointer Transformer for the Traveling Salesman Problem | Apr 19, 2023 | DecoderDeep Reinforcement Learning | CodeCode Available | 1 |
| Bridging RL Theory and Practice with the Effective Horizon | Apr 19, 2023 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Benchmarking Actor-Critic Deep Reinforcement Learning Algorithms for Robotics Control with Action Constraints | Apr 18, 2023 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Fast-Converged Deep Reinforcement Learning for Optimal Dispatch of Large-Scale Power Systems under Transient Security Constraints | Apr 17, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| A Platform-Agnostic Deep Reinforcement Learning Framework for Effective Sim2Real Transfer towards Autonomous Driving | Apr 14, 2023 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 1 |
| Eagle: End-to-end Deep Reinforcement Learning based Autonomous Control of PTZ Cameras | Apr 10, 2023 | Deep Reinforcement Learningobject-detection | CodeCode Available | 1 |
| UAV Obstacle Avoidance by Human-in-the-Loop Reinforcement in Arbitrary 3D Environment | Apr 7, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Learning Multi-Pursuit Evasion for Safe Targeted Navigation of Drones | Apr 7, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning-Based Mapless Crowd Navigation with Perceived Risk of the Moving Crowd for Mobile Robots | Apr 7, 2023 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| Effective control of two-dimensional Rayleigh--Bénard convection: invariant multi-agent reinforcement learning is all you need | Apr 5, 2023 | AllDeep Reinforcement Learning | CodeCode Available | 1 |
| RLOR: A Flexible Framework of Deep Reinforcement Learning for Operation Research | Mar 23, 2023 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Distributed Two-tier DRL Framework for Cell-Free Network: Association, Beamforming and Power Allocation | Mar 22, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Towards Practical Multi-Robot Hybrid Tasks Allocation for Autonomous Cleaning | Mar 12, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Synthetic Experience Replay | Mar 12, 2023 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Mastering Strategy Card Game (Legends of Code and Magic) via End-to-End Policy and Optimistic Smooth Fictitious Play | Mar 7, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| AI-Generated Incentive Mechanism and Full-Duplex Semantic Communications for Information Sharing | Mar 3, 2023 | Deep Reinforcement LearningMixed Reality | CodeCode Available | 1 |
| Hierarchical Needs-driven Agent Learning Systems: From Deep Reinforcement Learning To Diverse Strategies | Feb 25, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Model-Based Uncertainty in Value Functions | Feb 24, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Energy Harvesting Reconfigurable Intelligent Surface for UAV Based on Robust Deep Reinforcement Learning | Feb 23, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Cost-Effective Medical Diagnosis | Feb 20, 2023 | Anomaly DetectionDeep Reinforcement Learning | CodeCode Available | 1 |
| Automatic Noise Filtering with Dynamic Sparse Training in Deep Reinforcement Learning | Feb 13, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Optimal Transport Perturbations for Safe Reinforcement Learning with Robustness Guarantees | Jan 31, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Execution-based Code Generation using Deep Reinforcement Learning | Jan 31, 2023 | Code CompletionCode Generation | CodeCode Available | 1 |
