| DriveGPT: Scaling Autoregressive Behavior Models for Driving | Dec 19, 2024 | Autonomous DrivingDecision Making | —Unverified | 0 |
| Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves | Dec 18, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Active Reinforcement Learning Strategies for Offline Policy Improvement | Dec 17, 2024 | Active Learningcontinuous-control | —Unverified | 0 |
| Revelations: A Decidable Class of POMDPs with Omega-Regular Objectives | Dec 16, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Solving Robust Markov Decision Processes: Generic, Reliable, Efficient | Dec 13, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Swarm Behavior Cloning | Dec 10, 2024 | Decision MakingImitation Learning | —Unverified | 0 |
| How Should We Represent History in Interpretable Models of Clinical Policies? | Dec 10, 2024 | Decision MakingRepresentation Learning | CodeCode Available | 0 |
| Effective Reward Specification in Deep Reinforcement Learning | Dec 10, 2024 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Optimizing Sensor Redundancy in Sequential Decision-Making Problems | Dec 10, 2024 | Decision MakingOpenAI Gym | —Unverified | 0 |
| Conservative Contextual Bandits: Beyond Linear Representations | Dec 9, 2024 | Multi-Armed BanditsSequential Decision Making | —Unverified | 0 |
| A Note on Sample Complexity of Interactive Imitation Learning with Log Loss | Dec 9, 2024 | Decision MakingImitation Learning | —Unverified | 0 |
| Discrete-Time Distribution Steering using Monte Carlo Tree Search | Dec 9, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Nonmyopic Global Optimisation via Approximate Dynamic Programming | Dec 6, 2024 | Bayesian OptimisationGaussian Processes | CodeCode Available | 0 |
| Reinforcement Learning: An Overview | Dec 6, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Integrated Sensing and Communications for Low-Altitude Economy: A Deep Reinforcement Learning Approach | Dec 5, 2024 | Collision AvoidanceDeep Reinforcement Learning | —Unverified | 0 |
| Failure Probability Estimation for Black-Box Autonomous Systems using State-Dependent Importance Sampling Proposals | Dec 3, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Technical Report on Reinforcement Learning Control on the Lucas-Nülle Inverted Pendulum | Dec 3, 2024 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| Time-Series-Informed Closed-loop Learning for Sequential Decision Making and Control | Dec 3, 2024 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Selective Reviews of Bandit Problems in AI via a Statistical View | Dec 3, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games | Dec 1, 2024 | Atari GamesDecision Making | CodeCode Available | 0 |
| STEVE-Audio: Expanding the Goal Conditioning Modalities of Embodied Agents in Minecraft | Dec 1, 2024 | Decision MakingMinecraft | —Unverified | 0 |
| Market Making without Regret | Nov 21, 2024 | Sequential Decision Making | —Unverified | 0 |
| On adaptivity and minimax optimality of two-sided nearest neighbors | Nov 20, 2024 | Decision MakingMatrix Completion | —Unverified | 0 |
| Robust Markov Decision Processes: A Place Where AI and Formal Methods Meet | Nov 18, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Towards Sample-Efficiency and Generalization of Transfer and Inverse Reinforcement Learning: A Comprehensive Literature Review | Nov 15, 2024 | Reinforcement Learning (RL)Sequential Decision Making | —Unverified | 0 |