| Self-evolving Autoencoder Embedded Q-Network | Feb 18, 2024 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| Probability Tools for Sequential Random Projection | Feb 16, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Epistemic Exploration for Generalizable Planning and Learning in Non-Stationary Settings | Feb 13, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Online Sequential Decision-Making with Unknown Delays | Feb 12, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Noise-Adaptive Confidence Sets for Linear Bandits and Application to Bayesian Optimization | Feb 12, 2024 | Bayesian OptimizationDecision Making | CodeCode Available | 0 |
| Auxiliary Reward Generation with Transition Distance Representation Learning | Feb 12, 2024 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| Offline Risk-sensitive RL with Partial Observability to Enhance Performance in Human-Robot Teaming | Feb 8, 2024 | Decision MakingPhysiological Computing | —Unverified | 0 |
| Logical Specifications-guided Dynamic Task Sampling for Reinforcement Learning Agents | Feb 6, 2024 | continuous-controlContinuous Control | CodeCode Available | 0 |
| A Reinforcement Learning Approach for Dynamic Rebalancing in Bike-Sharing System | Feb 5, 2024 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Multi-Agent Reinforcement Learning for Offloading Cellular Communications with Cooperating UAVs | Feb 5, 2024 | Decision MakingMulti-agent Reinforcement Learning | —Unverified | 0 |
| Vertical Symbolic Regression via Deep Policy Gradient | Feb 1, 2024 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Zero-Shot Reinforcement Learning via Function Encoders | Jan 30, 2024 | Decision Makingreinforcement-learning | CodeCode Available | 0 |
| Regularized Q-Learning with Linear Function Approximation | Jan 26, 2024 | Decision Making Under UncertaintyQ-Learning | —Unverified | 0 |
| Long-Term Fair Decision Making through Deep Generative Models | Jan 20, 2024 | Decision MakingFairness | CodeCode Available | 0 |
| Stochastic Dynamic Power Dispatch with High Generalization and Few-Shot Adaption via Contextual Meta Graph Reinforcement Learning | Jan 19, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Learning Non-myopic Power Allocation in Constrained Scenarios | Jan 18, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| LLMs for Relational Reasoning: How Far are We? | Jan 17, 2024 | Common Sense ReasoningDecision Making | —Unverified | 0 |
| Towards Off-Policy Reinforcement Learning for Ranking Policies with Human Feedback | Jan 17, 2024 | Decision MakingLearning-To-Rank | —Unverified | 0 |
| DeLF: Designing Learning Environments with Foundation Models | Jan 17, 2024 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 0 |
| Graph Q-Learning for Combinatorial Optimization | Jan 11, 2024 | Combinatorial OptimizationDecision Making | —Unverified | 0 |
| Interactions between dynamic team composition and coordination: An agent-based modeling approach | Jan 11, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling, and Beyond | Jan 6, 2024 | Decision MakingDiversity | —Unverified | 0 |
| Decision Making in Non-Stationary Environments with Policy-Augmented Search | Jan 6, 2024 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 0 |
| Towards an Adaptable and Generalizable Optimization Engine in Decision and Control: A Meta Reinforcement Learning Approach | Jan 4, 2024 | Decision MakingImitation Learning | —Unverified | 0 |
| Act as You Learn: Adaptive Decision-Making in Non-Stationary Markov Decision Processes | Jan 3, 2024 | Decision MakingHeuristic Search | CodeCode Available | 0 |