| Explainable and Safe Reinforcement Learning for Autonomous Air Mobility | Nov 24, 2022 | Adversarial AttackDeep Reinforcement Learning | CodeCode Available | 0 |
| Safe Reinforcement Learning using Data-Driven Predictive Control | Nov 20, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| SafeLight: A Reinforcement Learning Method toward Collision-free Traffic Signal Control | Nov 20, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| LMPriors: Pre-Trained Language Models as Task-Specific Priors | Oct 22, 2022 | Causal InferenceCommon Sense Reasoning | —Unverified | 0 |
| Provably Safe Reinforcement Learning via Action Projection using Reachability Analysis and Polynomial Zonotopes | Oct 19, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Safe Reinforcement Learning From Pixels Using a Stochastic Latent Representation | Oct 2, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| Enforcing Hard Constraints with Soft Barriers: Safe Reinforcement Learning in Unknown Stochastic Environments | Sep 29, 2022 | Reinforcement Learning (RL)Safe Reinforcement Learning | —Unverified | 0 |
| Safe Reinforcement Learning of Dynamic High-Dimensional Robotic Tasks: Navigation, Manipulation, Interaction | Sep 27, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Safe reinforcement learning control for continuous-time nonlinear systems without a backup controller | Sep 19, 2022 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 |
| Safe Reinforcement Learning with Contrastive Risk Prediction | Sep 10, 2022 | Predictionreinforcement-learning | —Unverified | 0 |
| RASR: Risk-Averse Soft-Robust MDPs with EVaR and Entropic Risk | Sep 9, 2022 | Reinforcement Learning (RL)Safe Reinforcement Learning | —Unverified | 0 |
| A Contact-Safe Reinforcement Learning Framework for Contact-Rich Robot Manipulation | Jul 27, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning | Jul 21, 2022 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 0 |
| Robust Action Governor for Uncertain Piecewise Affine Systems with Non-convex Constraints and Safe Reinforcement Learning | Jul 17, 2022 | RAGReinforcement Learning (RL) | —Unverified | 0 |
| A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP | Jul 13, 2022 | Safe Reinforcement Learning | —Unverified | 0 |
| Ablation Study of How Run Time Assurance Impacts the Training and Performance of Reinforcement Learning Agents | Jul 8, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Safe reinforcement learning for multi-energy management systems with known constraint functions | Jul 8, 2022 | energy managementManagement | —Unverified | 0 |
| Safe Reinforcement Learning via Confidence-Based Filters | Jul 4, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Safe Reinforcement Learning for a Robot Being Pursued but with Objectives Covering More Than Capture-avoidance | Jul 2, 2022 | PositionReinforcement Learning (RL) | —Unverified | 0 |
| SafeRL-Kit: Evaluating Efficient Reinforcement Learning Methods for Safe Autonomous Driving | Jun 17, 2022 | Autonomous Drivingreinforcement-learning | CodeCode Available | 0 |
| Penalized Proximal Policy Optimization for Safe Reinforcement Learning | May 24, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Provably Safe Reinforcement Learning: Conceptual Analysis, Survey, and Benchmarking | May 13, 2022 | Benchmarkingreinforcement-learning | —Unverified | 0 |
| Contingency-constrained economic dispatch with safe reinforcement learning | May 12, 2022 | Computational Efficiencyreinforcement-learning | —Unverified | 0 |
| SAAC: Safe Reinforcement Learning as an Adversarial Game of Actor-Critics | Apr 20, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Safe Reinforcement Learning Using Black-Box Reachability Analysis | Apr 15, 2022 | Motion Planningreinforcement-learning | CodeCode Available | 0 |
| Safe Reinforcement Learning via Shielding under Partial Observability | Apr 2, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Safe Reinforcement Learning for Legged Locomotion | Mar 5, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Learning a Shield from Catastrophic Action Effects: Never Repeat the Same Mistake | Feb 19, 2022 | Continual LearningSafe Reinforcement Learning | —Unverified | 0 |
| Multi-task Safe Reinforcement Learning for Navigating Intersections in Dense Traffic | Feb 19, 2022 | Autonomous Drivingreinforcement-learning | —Unverified | 0 |
| CUP: A Conservative Update Policy Algorithm for Safe Reinforcement Learning | Feb 15, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation | Feb 14, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| SAFER: Data-Efficient and Safe Reinforcement Learning via Skill Acquisition | Feb 10, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Coordinated Frequency Control through Safe Reinforcement Learning | Jan 30, 2022 | AI AgentDecision Making | —Unverified | 0 |
| Sim-to-Lab-to-Real: Safe Reinforcement Learning with Shielding and Generalization Guarantees | Jan 20, 2022 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 |
| Safe Reinforcement Learning with Chance-constrained Model Predictive Control | Dec 27, 2021 | Model Predictive Controlreinforcement-learning | —Unverified | 0 |
| Safe multi-agent deep reinforcement learning for joint bidding and maintenance scheduling of generation units | Dec 20, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Model-Based Safe Reinforcement Learning with Time-Varying State and Control Constraints: An Application to Intelligent Vehicles | Dec 18, 2021 | Collision Avoidancecontinuous-control | —Unverified | 0 |
| Benchmarking Safe Deep Reinforcement Learning in Aquatic Navigation | Dec 16, 2021 | BenchmarkingDeep Reinforcement Learning | —Unverified | 0 |
| Safe Reinforcement Learning for Grid Voltage Control | Dec 2, 2021 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| DOPE: Doubly Optimistic and Pessimistic Exploration for Safe Reinforcement Learning | Dec 1, 2021 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| Learning to Be Cautious | Oct 29, 2021 | counterfactualSafe Reinforcement Learning | —Unverified | 0 |
| DESTA: A Framework for Safe Reinforcement Learning with Markov Games of Intervention | Oct 27, 2021 | OpenAI Gymreinforcement-learning | —Unverified | 0 |
| Computationally Efficient Safe Reinforcement Learning for Power Systems | Oct 20, 2021 | Model Predictive Controlreinforcement-learning | —Unverified | 0 |
| Safe Autonomous Racing via Approximate Reachability on Ego-vision | Oct 14, 2021 | Autonomous DrivingAutonomous Racing | —Unverified | 0 |
| Decentralized Safe Reinforcement Learning for Voltage Control | Oct 3, 2021 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| SAFER: Data-Efficient and Safe Reinforcement Learning Through Skill Acquisition | Sep 29, 2021 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Data Generation Method for Learning a Low-dimensional Safe Region in Safe Reinforcement Learning | Sep 10, 2021 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Lyapunov-based uncertainty-aware safe reinforcement learning | Jul 29, 2021 | Autonomous DrivingDecision Making | —Unverified | 0 |
| How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review | Jul 26, 2021 | BIG-bench Machine LearningSafe Reinforcement Learning | CodeCode Available | 0 |
| Safe Reinforcement Learning with Linear Function Approximation | Jun 11, 2021 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
