| Reinforcement Learning applied to Insurance Portfolio Pursuit | Aug 1, 2024 | Decision Makingreinforcement-learning | CodeCode Available | 0 |
| How to Choose a Reinforcement-Learning Algorithm | Jul 30, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Reinforcement Learning for Sustainable Energy: A Survey | Jul 26, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Assessing AI Utility: The Random Guesser Test for Sequential Decision-Making Systems | Jul 25, 2024 | Decision MakingRecommendation Systems | —Unverified | 0 |
| Adversarially Robust Decision Transformer | Jul 25, 2024 | Adversarial RobustnessSequential Decision Making | CodeCode Available | 0 |
| Differentiable Quantum Architecture Search in Asynchronous Quantum Reinforcement Learning | Jul 25, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning | Jul 20, 2024 | AllAutonomous Driving | —Unverified | 0 |
| Scalable Exploration via Ensemble++ | Jul 18, 2024 | Computational EfficiencyDecision Making | CodeCode Available | 0 |
| Managing Risk using Rolling Forecasts in Energy-Limited and Stochastic Energy Systems | Jul 18, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Exploration Unbound | Jul 16, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Interpretability in Action: Exploratory Analysis of VPT, a Minecraft Agent | Jul 16, 2024 | Decision MakingMinecraft | —Unverified | 0 |
| Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning | Jul 15, 2024 | continuous-controlContinuous Control | —Unverified | 0 |
| Preserving the Privacy of Reward Functions in MDPs through Deception | Jul 13, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Predicting and Understanding Human Action Decisions: Insights from Large Language Models and Cognitive Instance-Based Learning | Jul 12, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Long-Term Fairness in Sequential Multi-Agent Selection with Positive Reinforcement | Jul 10, 2024 | Decision MakingFairness | CodeCode Available | 0 |
| MDP Geometry, Normalization and Reward Balancing Solvers | Jul 9, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Communication and Control Co-Design in 6G: Sequential Decision-Making with LLMs | Jul 6, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Maximizing utility in multi-agent environments by anticipating the behavior of other learners | Jul 5, 2024 | Sequential Decision Making | —Unverified | 0 |
| Short-Long Policy Evaluation with Novel Actions | Jul 4, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Exploring a Physics-Informed Decision Transformer for Distribution System Restoration: Methodology and Performance Analysis | Jun 30, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Tradeoffs When Considering Deep Reinforcement Learning for Contingency Management in Advanced Air Mobility | Jun 28, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Operator World Models for Reinforcement Learning | Jun 28, 2024 | Decision Makingreinforcement-learning | CodeCode Available | 0 |
| Instance Temperature Knowledge Distillation | Jun 27, 2024 | Decision MakingEfficient Exploration | CodeCode Available | 0 |
| UNO Arena for Evaluating Sequential Decision-Making Capability of Large Language Models | Jun 24, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Accelerating Matrix Diagonalization through Decision Transformers with Epsilon-Greedy Optimization | Jun 23, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Catastrophic-risk-aware reinforcement learning with extreme-value-theory-based policy gradients | Jun 21, 2024 | Decision MakingManagement | CodeCode Available | 0 |
| ARDuP: Active Region Video Diffusion for Universal Policies | Jun 19, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Learned Graph Rewriting with Equality Saturation: A New Paradigm in Relational Query Rewrite and Beyond | Jun 19, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Model Adaptation for Time Constrained Embodied Control | Jun 17, 2024 | Autonomous DrivingDecision Making | —Unverified | 0 |
| Constrained Reinforcement Learning with Average Reward Objective: Model-Based and Model-Free Algorithms | Jun 17, 2024 | Autonomous DrivingDecision Making | —Unverified | 0 |
| Efficient Sequential Decision Making with Large Language Models | Jun 17, 2024 | Decision MakingModel Selection | —Unverified | 0 |
| Data-Driven Upper Confidence Bounds with Near-Optimal Regret for Heavy-Tailed Bandits | Jun 9, 2024 | Decision MakingMulti-Armed Bandits | —Unverified | 0 |
| 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 |
| 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 |
| Low-rank finetuning for LLMs: A fairness perspective | May 28, 2024 | Decision MakingFairness | —Unverified | 0 |
| Leveraging Offline Data in Linear Latent Bandits | May 27, 2024 | Decision MakingMovie Recommendation | —Unverified | 0 |
| OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators | May 27, 2024 | Decision MakingOffline RL | —Unverified | 0 |
| 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 |
| A finite time analysis of distributed Q-learning | May 23, 2024 | Decision MakingMulti-agent Reinforcement Learning | —Unverified | 0 |
| Efficiently Training Deep-Learning Parametric Policies using Lagrangian Duality | May 23, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Understanding the Training and Generalization of Pretrained Transformer for Sequential Decision Making | May 23, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Reinforcing Language Agents via Policy Optimization with Action Decomposition | May 23, 2024 | Sequential Decision Making | —Unverified | 0 |
| On the Brittle Foundations of ReAct Prompting for Agentic Large Language Models | May 22, 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 |
| Optimistic Query Routing in Clustering-based Approximate Maximum Inner Product Search | May 20, 2024 | ClusteringSequential Decision Making | CodeCode Available | 0 |