Reinforcement Learning

Solving Minimum-Cost Reach Avoid using Reinforcement Learning NeurIPS 2024 Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization AAAI 2024 Solving Offline Reinforcement Learning with Decision Tree Regression CoRL 2024 Solving Zero-Sum Markov Games with Continuous State via Spectral Dynamic Embedding NeurIPS 2024 Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs NeurIPS 2024 Spatial-Temporal Interplay in Human Mobility: A Hierarchical Reinforcement Learning Approach with Hypergraph Representation AAAI 2024 Spectral-Risk Safe Reinforcement Learning with Convergence Guarantees NeurIPS 2024 Speculative Monte-Carlo Tree Search NeurIPS 2024 SPIRE: Synergistic Planning, Imitation, and Reinforcement Learning for Long-Horizon Manipulation CoRL 2024 SPOC: Imitating Shortest Paths in Simulation Enables Effective Navigation and Manipulation in the Real World CVPR 2024 SpOiLer: Offline reinforcement learning using scaled penalties L4DC 2024 SPO: Sequential Monte Carlo Policy Optimisation NeurIPS 2024 SpringGrasp: Synthesizing Compliant, Dexterous Grasps under Shape Uncertainty RSS 2024 SRL: Scaling Distributed Reinforcement Learning to Over Ten Thousand Cores ICLR 2024 Stability and Generalization of Stochastic Compositional Gradient Descent Algorithms ICML 2024 Stability of Multi-Agent Learning in Competitive Networks: Delaying the Onset of Chaos AAAI 2024 Stabilizing Policy Gradients for Stochastic Differential Equations via Consistency with Perturbation Process ICML 2024 Stable modular control via contraction theory for reinforcement learning L4DC 2024 STARC: A General Framework For Quantifying Differences Between Reward Functions ICLR 2024 STARLING: Self-supervised Training of Text-based Reinforcement Learning Agent with Large Language Models ACL 2024 STAR: Spatio-Temporal State Compression for Multi-Agent Tasks with Rich Observations IJCAI 2024 STAS: Spatial-Temporal Return Decomposition for Solving Sparse Rewards Problems in Multi-agent Reinforcement Learning AAAI 2024 State Chrono Representation for Enhancing Generalization in Reinforcement Learning NeurIPS 2024 State-Constrained Zero-Sum Differential Games with One-Sided Information ICML 2024 State-free Reinforcement Learning NeurIPS 2024