| Sound Heuristic Search Value Iteration for Undiscounted POMDPs with Reachability Objectives | Jun 5, 2024 | Decision MakingEfficient Exploration | CodeCode Available | 0 |
| "Give Me an Example Like This": Episodic Active Reinforcement Learning from Demonstrations | Jun 5, 2024 | Active LearningReinforcement Learning (RL) | CodeCode Available | 0 |
| Rectifying Reinforcement Learning for Reward Matching | Jun 4, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Re-ReST: Reflection-Reinforced Self-Training for Language Agents | Jun 3, 2024 | Code GenerationImage Generation | CodeCode Available | 1 |
| Combining Experimental and Historical Data for Policy Evaluation | Jun 1, 2024 | Data IntegrationDecision Making | CodeCode Available | 0 |
| Reward Machines for Deep RL in Noisy and Uncertain Environments | May 31, 2024 | counterfactualDecision Making | CodeCode Available | 0 |
| Pursuing Overall Welfare in Federated Learning through Sequential Decision Making | May 31, 2024 | Decision MakingFairness | CodeCode Available | 1 |
| Low-rank finetuning for LLMs: A fairness perspective | May 28, 2024 | Decision MakingFairness | —Unverified | 0 |
| OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators | May 27, 2024 | Decision MakingOffline RL | —Unverified | 0 |
| Leveraging Offline Data in Linear Latent Bandits | May 27, 2024 | Decision MakingMovie Recommendation | —Unverified | 0 |
| Rethinking Transformers in Solving POMDPs | May 27, 2024 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 1 |
| Variational Offline Multi-agent Skill Discovery | May 26, 2024 | Decision MakingMulti-agent Reinforcement Learning | —Unverified | 0 |
| Inference of Utilities and Time Preference in Sequential Decision-Making | May 24, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Inverse-RLignment: Large Language Model Alignment from Demonstrations through Inverse Reinforcement Learning | May 24, 2024 | Decision MakingLanguage Modeling | —Unverified | 0 |
| Reinforcing Language Agents via Policy Optimization with Action Decomposition | May 23, 2024 | Sequential Decision Making | —Unverified | 0 |
| Efficiently Training Deep-Learning Parametric Policies using Lagrangian Duality | May 23, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| A finite time analysis of distributed Q-learning | May 23, 2024 | Decision MakingMulti-agent Reinforcement Learning | —Unverified | 0 |
| Understanding the Training and Generalization of Pretrained Transformer for Sequential Decision Making | May 23, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| FLIPHAT: Joint Differential Privacy for High Dimensional Sparse Linear Bandits | May 22, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| On the Brittle Foundations of ReAct Prompting for Agentic Large Language Models | May 22, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| A Unified Linear Programming Framework for Offline Reward Learning from Human Demonstrations and Feedback | May 20, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning? | May 20, 2024 | Atari GamesMamba | CodeCode Available | 0 |
| Optimistic Query Routing in Clustering-based Approximate Maximum Inner Product Search | May 20, 2024 | ClusteringSequential Decision Making | CodeCode Available | 0 |
| CPS-LLM: Large Language Model based Safe Usage Plan Generator for Human-in-the-Loop Human-in-the-Plant Cyber-Physical System | May 19, 2024 | ChatbotLanguage Modeling | —Unverified | 0 |
| AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments | May 13, 2024 | Decision MakingDiagnostic | —Unverified | 0 |