Methods

Robust Inverse Constrained Reinforcement Learning under Model Misspecification ICML 2024 Robust Manipulation Primitive Learning via Domain Contraction CoRL 2024 Robust Model Based Reinforcement Learning Using L_1 Adaptive Control ICLR 2024 Robust Multi-Agent Reinforcement Learning for Autonomous Vehicle in Noisy Highway Environments ACML 2024 Robustness and Visual Explanation for Black Box Image, Video, and ECG Signal Classification with Reinforcement Learning AAAI 2024 Robustness Verification of Deep Reinforcement Learning Based Control Systems Using Reward Martingales AAAI 2024 Robust Offline Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2024 Robust Optimization in Protein Fitness Landscapes Using Reinforcement Learning in Latent Space ICML 2024 Robust Policy Learning via Offline Skill Diffusion AAAI 2024 Robust Reinforcement Learning with General Utility NeurIPS 2024 Robust Visual Imitation Learning with Inverse Dynamics Representations AAAI 2024 ROIDICE: Offline Return on Investment Maximization for Efficient Decision Making NeurIPS 2024 Roping in Uncertainty: Robustness and Regularization in Markov Games ICML 2024 RT-Sketch: Goal-Conditioned Imitation Learning from Hand-Drawn Sketches CoRL 2024 Run-Time Task Composition with Safety Semantics ICML 2024 RVI-SAC: Average Reward Off-Policy Deep Reinforcement Learning ICML 2024 S$2$AC: Energy-Based Reinforcement Learning with Stein Soft Actor Critic ICLR 2024 SAEIR: Sequentially Accumulated Entropy Intrinsic Reward for Cooperative Multi-Agent Reinforcement Learning with Sparse Reward IJCAI 2024 Safe and Efficient: A Primal-Dual Method for Offline Convex CMDPs under Partial Data Coverage NeurIPS 2024 Safe and Interpretable Estimation of Optimal Treatment Regimes AISTATS 2024 SafeDreamer: Safe Reinforcement Learning with World Models ICLR 2024 Safeguarded Progress in Reinforcement Learning: Safe Bayesian Exploration for Control Policy Synthesis AAAI 2024 Safe Reinforcement Learning using Finite-Horizon Gradient-based Estimation ICML 2024 Safe Reinforcement Learning with Instantaneous Constraints: The Role of Aggressive Exploration AAAI 2024 Safety Constrained Multi-Agent Reinforcement Learning for Active Voltage Control IJCAI 2024