| CORE: Towards Scalable and Efficient Causal Discovery with Reinforcement Learning | Jan 30, 2024 | Causal DiscoveryDeep Reinforcement Learning | CodeCode Available | 1 |
| The Definitive Guide to Policy Gradients in Deep Reinforcement Learning: Theory, Algorithms and Implementations | Jan 24, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Enhancing System-Level Safety in Mixed-Autonomy Platoon via Safe Reinforcement Learning | Jan 20, 2024 | Autonomous DrivingCollision Avoidance | CodeCode Available | 1 |
| Exploration and Anti-Exploration with Distributional Random Network Distillation | Jan 18, 2024 | D4RLDeep Reinforcement Learning | CodeCode Available | 1 |
| Bridging State and History Representations: Understanding Self-Predictive RL | Jan 17, 2024 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control | Jan 11, 2024 | Deep Reinforcement LearningIncremental Learning | CodeCode Available | 1 |
| Interpretable Concept Bottlenecks to Align Reinforcement Learning Agents | Jan 11, 2024 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| HAIM-DRL: Enhanced Human-in-the-loop Reinforcement Learning for Safe and Efficient Autonomous Driving | Jan 6, 2024 | AI AgentAutonomous Driving | CodeCode Available | 1 |
| Autonomous Driving using Residual Sensor Fusion and Deep Reinforcement Learning | Dec 27, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| PDiT: Interleaving Perception and Decision-making Transformers for Deep Reinforcement Learning | Dec 26, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| MaDi: Learning to Mask Distractions for Generalization in Visual Deep Reinforcement Learning | Dec 23, 2023 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 |
| Parameterized Decision-making with Multi-modal Perception for Autonomous Driving | Dec 19, 2023 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| The Animal-AI Environment: A Virtual Laboratory For Comparative Cognition and Artificial Intelligence Research | Dec 18, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| MPC-Inspired Reinforcement Learning for Verifiable Model-Free Control | Dec 8, 2023 | Deep Reinforcement LearningModel Predictive Control | CodeCode Available | 1 |
| Towards Decentralized Task Offloading and Resource Allocation in User-Centric Mobile Edge Computing | Dec 3, 2023 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 1 |
| Age-Based Scheduling for Mobile Edge Computing: A Deep Reinforcement Learning Approach | Dec 1, 2023 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 1 |
| Utilizing Explainability Techniques for Reinforcement Learning Model Assurance | Nov 27, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Decentralized Energy Marketplace via NFTs and AI-based Agents | Nov 17, 2023 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| Uni-O4: Unifying Online and Offline Deep Reinforcement Learning with Multi-Step On-Policy Optimization | Nov 6, 2023 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Hierarchical Framework for Interpretable and Probabilistic Model-Based Safe Reinforcement Learning | Oct 28, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Safe Navigation: Training Autonomous Vehicles using Deep Reinforcement Learning in CARLA | Oct 23, 2023 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement | Oct 22, 2023 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning-based Intelligent Traffic Signal Controls with Optimized CO2 emissions | Oct 19, 2023 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 1 |
| Hieros: Hierarchical Imagination on Structured State Space Sequence World Models | Oct 8, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Surgical Gym: A high-performance GPU-based platform for reinforcement learning with surgical robots | Oct 7, 2023 | Deep Reinforcement LearningGPU | CodeCode Available | 1 |
| DRIFT: Deep Reinforcement Learning for Intelligent Floating Platforms Trajectories | Oct 6, 2023 | Autonomous NavigationDeep Reinforcement Learning | CodeCode Available | 1 |
| Discovering General Reinforcement Learning Algorithms with Adversarial Environment Design | Oct 4, 2023 | Deep Reinforcement LearningGeneral Reinforcement Learning | CodeCode Available | 1 |
| Cleanba: A Reproducible and Efficient Distributed Reinforcement Learning Platform | Sep 29, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents | Sep 29, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Recurrent Hypernetworks are Surprisingly Strong in Meta-RL | Sep 26, 2023 | Deep Reinforcement LearningFew-Shot Learning | CodeCode Available | 1 |
| Effective Multi-Agent Deep Reinforcement Learning Control with Relative Entropy Regularization | Sep 26, 2023 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization | Sep 25, 2023 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| RL-I2IT: Image-to-Image Translation with Deep Reinforcement Learning | Sep 24, 2023 | Auxiliary LearningDecision Making | CodeCode Available | 1 |
| Practical Probabilistic Model-based Deep Reinforcement Learning by Integrating Dropout Uncertainty and Trajectory Sampling | Sep 20, 2023 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| CPU frequency scheduling of real-time applications on embedded devices with temporal encoding-based deep reinforcement learning | Sep 7, 2023 | CPUDeep Reinforcement Learning | CodeCode Available | 1 |
| ORL-AUDITOR: Dataset Auditing in Offline Deep Reinforcement Learning | Sep 6, 2023 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| Learning to Recharge: UAV Coverage Path Planning through Deep Reinforcement Learning | Sep 6, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous Driving | Aug 30, 2023 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 1 |
| Edge Generation Scheduling for DAG Tasks Using Deep Reinforcement Learning | Aug 28, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Learning to Identify Critical States for Reinforcement Learning from Videos | Aug 15, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Reinforcement Learning for Financial Index Tracking | Aug 5, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Job Shop Scheduling via Deep Reinforcement Learning: a Sequence to Sequence approach | Aug 3, 2023 | Combinatorial OptimizationDecoder | CodeCode Available | 1 |
| DRL4Route: A Deep Reinforcement Learning Framework for Pick-up and Delivery Route Prediction | Jul 30, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Improvable Gap Balancing for Multi-Task Learning | Jul 28, 2023 | Deep Reinforcement LearningMulti-Task Learning | CodeCode Available | 1 |
| A Constraint Enforcement Deep Reinforcement Learning Framework for Optimal Energy Storage Systems Dispatch | Jul 26, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| 2-Level Reinforcement Learning for Ships on Inland Waterways: Path Planning and Following | Jul 25, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Defeating Proactive Jammers Using Deep Reinforcement Learning for Resource-Constrained IoT Networks | Jul 13, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| PID-Inspired Inductive Biases for Deep Reinforcement Learning in Partially Observable Control Tasks | Jul 12, 2023 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Learning to Solve Tasks with Exploring Prior Behaviours | Jul 6, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| ContainerGym: A Real-World Reinforcement Learning Benchmark for Resource Allocation | Jul 6, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
