Reinforcement Learning

Sample-Efficient Constrained Reinforcement Learning with General Parameterization NeurIPS 2024 Sample Efficient Reinforcement Learning with Partial Dynamics Knowledge AAAI 2024 Sampling-based Safe Reinforcement Learning for Nonlinear Dynamical Systems AISTATS 2024 SAT-Based Tree Decomposition with Iterative Cascading Policy Selection AAAI 2024 SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales EMNLP 2024 Scaling Offline Evaluation of Reinforcement Learning Agents through Abstraction AAAI 2024 Searching for High-Value Molecules Using Reinforcement Learning and Transformers ICLR 2024 SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving ACL 2024 Self-Play Fine-tuning of Diffusion Models for Text-to-image Generation NeurIPS 2024 Self-Training Large Language Models for Improved Visual Program Synthesis With Visual Reinforcement CVPR 2024 Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity NeurIPS 2024 Settling Decentralized Multi-Agent Coordinated Exploration by Novelty Sharing AAAI 2024 Simplifying Complex Observation Models in Continuous POMDP Planning with Probabilistic Guarantees and Practice AAAI 2024 SkiLD: Unsupervised Skill Discovery Guided by Factor Interactions NeurIPS 2024 SoFA: Shielded On-the-fly Alignment via Priority Rule Following ACL 2024 Soft Robust MDPs and Risk-Sensitive MDPs: Equivalence, Policy Gradient, and Sample Complexity ICLR 2024 Soft Self-Consistency Improves Language Models Agents ACL 2024 Solving General Noisy Inverse Problem via Posterior Sampling: A Policy Gradient Viewpoint AISTATS 2024 Solving Minimum-Cost Reach Avoid using Reinforcement Learning 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 Stage-Aware Learning for Dynamic Treatments JMLR 2024 State Chrono Representation for Enhancing Generalization in Reinforcement Learning NeurIPS 2024 Statistical Efficiency of Distributional Temporal Difference Learning NeurIPS 2024