Reinforcement Learning

Sample-efficient Adversarial Imitation Learning JMLR 2024 Sample-Efficient Constrained Reinforcement Learning with General Parameterization NeurIPS 2024 Sample-efficient Learning of Infinite-horizon Average-reward MDPs with General Function Approximation ICLR 2024 Sample-Efficient Multiagent Reinforcement Learning with Reset Replay ICML 2024 Sample-Efficient Multi-Agent RL: An Optimization Perspective ICLR 2024 Sample Efficient Myopic Exploration Through Multitask Reinforcement Learning with Diverse Tasks ICLR 2024 Sample-Efficient Quality-Diversity by Cooperative Coevolution ICLR 2024 Sample Efficient Reinforcement Learning with Partial Dynamics Knowledge AAAI 2024 Sample-Efficient Robust Multi-Agent Reinforcement Learning in the Face of Environmental Uncertainty ICML 2024 Sampling-based Safe Reinforcement Learning for Nonlinear Dynamical Systems AISTATS 2024 SAPG: Split and Aggregate Policy Gradients ICML 2024 SaVeR: Optimal Data Collection Strategy for Safe Policy Evaluation in Tabular MDP ICML 2024 SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning NeurIPS 2024 Scalable and Effective Arithmetic Tree Generation for Adder and Multiplier Designs NeurIPS 2024 Scalable Constrained Policy Optimization for Safe Multi-agent Reinforcement Learning NeurIPS 2024 Scalable Online Exploration via Coverability ICML 2024 Scalable Safe Policy Improvement for Factored Multi-Agent MDPs ICML 2024 Scale-free Adversarial Reinforcement Learning COLT 2024 Scale Optimization Using Evolutionary Reinforcement Learning for Object Detection on Drone Imagery AAAI 2024 Scaling Manipulation Learning with Visual Kinematic Chain Prediction CoRL 2024 Scaling Offline Evaluation of Reinforcement Learning Agents through Abstraction AAAI 2024 Scaling Robot Policy Learning via Zero-Shot Labeling with Foundation Models CoRL 2024 SCaR: Refining Skill Chaining for Long-Horizon Robotic Manipulation via Dual Regularization NeurIPS 2024 ScissorBot: Learning Generalizable Scissor Skill for Paper Cutting via Simulation, Imitation, and Sim2Real CoRL 2024 SEABO: A Simple Search-Based Method for Offline Imitation Learning ICLR 2024