Deep RL

Robust Model Based Reinforcement Learning Using L_1 Adaptive Control ICLR 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 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 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 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 filters for black-box dynamical systems by learning discriminating hyperplanes L4DC 2024 Sample Complexity Characterization for Linear Contextual MDPs AISTATS 2024 Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds JMLR 2024 Sample Complexity of Variance-Reduced Distributionally Robust Q-Learning JMLR 2024 Sample-efficient Adversarial Imitation Learning JMLR 2024 Sample-Efficient Constrained Reinforcement Learning with General Parameterization NeurIPS 2024 Sample Efficient Myopic Exploration Through Multitask Reinforcement Learning with Diverse Tasks ICLR 2024 Sampling-based Safe Reinforcement Learning for Nonlinear Dynamical Systems AISTATS 2024 Scale-free Adversarial Reinforcement Learning COLT 2024 Scale Optimization Using Evolutionary Reinforcement Learning for Object Detection on Drone Imagery AAAI 2024