| Bridging the gap between Learning-to-plan, Motion Primitives and Safe Reinforcement Learning | Aug 26, 2024 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Meta SAC-Lag: Towards Deployable Safe Reinforcement Learning via MetaGradient-based Hyperparameter Tuning | Aug 15, 2024 | Safe ExplorationSafe Reinforcement Learning | —Unverified | 0 |
| Real-world validation of safe reinforcement learning, model predictive control and decision tree-based home energy management systems | Aug 14, 2024 | energy managementManagement | CodeCode Available | 0 |
| Anomalous State Sequence Modeling to Enhance Safety in Reinforcement Learning | Jul 29, 2024 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| Reinforcement Learning for Sustainable Energy: A Survey | Jul 26, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| OASIS: Conditional Distribution Shaping for Offline Safe Reinforcement Learning | Jul 19, 2024 | reinforcement-learningReinforcement Learning | CodeCode Available | 1 |
| Transductive Active Learning with Application to Safe Bayesian Optimization | Jul 12, 2024 | Active LearningBayesian Optimization | CodeCode Available | 1 |
| E^2CFD: Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model | Jul 8, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| FOSP: Fine-tuning Offline Safe Policy through World Models | Jul 6, 2024 | Model-based Reinforcement LearningOffline RL | —Unverified | 0 |
| Safe CoR: A Dual-Expert Approach to Integrating Imitation Learning and Safe Reinforcement Learning Using Constraint Rewards | Jul 2, 2024 | Imitation LearningSafe Reinforcement Learning | —Unverified | 0 |
| Safe Reinforcement Learning for Power System Control: A Review | Jun 30, 2024 | energy managementreinforcement-learning | —Unverified | 0 |
| A Review of Safe Reinforcement Learning Methods for Modern Power Systems | Jun 29, 2024 | energy managementReinforcement Learning (RL) | —Unverified | 0 |
| Adaptive Safe Reinforcement Learning-Enabled Optimization of Battery Fast-Charging Protocols | Jun 18, 2024 | Reinforcement Learning (RL)Safe Reinforcement Learning | —Unverified | 0 |
| Optimal Transport-Assisted Risk-Sensitive Q-Learning | Jun 17, 2024 | Decision MakingQ-Learning | —Unverified | 0 |
| CIMRL: Combining IMitation and Reinforcement Learning for Safe Autonomous Driving | Jun 13, 2024 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| GenSafe: A Generalizable Safety Enhancer for Safe Reinforcement Learning Algorithms Based on Reduced Order Markov Decision Process Model | Jun 6, 2024 | Autonomous VehiclesDeep Reinforcement Learning | —Unverified | 0 |
| CommonPower: A Framework for Safe Data-Driven Smart Grid Control | Jun 5, 2024 | Benchmarkingenergy management | CodeCode Available | 1 |
| Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation | May 31, 2024 | MuJoCoreinforcement-learning | CodeCode Available | 5 |
| Safety through Permissibility: Shield Construction for Fast and Safe Reinforcement Learning | May 29, 2024 | Reinforcement Learning (RL)Safe Reinforcement Learning | —Unverified | 0 |
| Spectral-Risk Safe Reinforcement Learning with Convergence Guarantees | May 29, 2024 | Bilevel Optimizationcontinuous-control | —Unverified | 0 |
| Safe Reinforcement Learning in Black-Box Environments via Adaptive Shielding | May 28, 2024 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 0 |
| Make Safe Decisions in Power System: Safe Reinforcement Learning Based Pre-decision Making for Voltage Stability Emergency Control | May 26, 2024 | Active LearningDecision Making | —Unverified | 0 |
| A CMDP-within-online framework for Meta-Safe Reinforcement Learning | May 26, 2024 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Verified Safe Reinforcement Learning for Neural Network Dynamic Models | May 25, 2024 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| Dynamic Model Predictive Shielding for Provably Safe Reinforcement Learning | May 22, 2024 | reinforcement-learningReinforcement Learning | —Unverified | 0 |