| Fair Resource Allocation in Weakly Coupled Markov Decision Processes | Nov 14, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| SANDWICH: Towards an Offline, Differentiable, Fully-Trainable Wireless Neural Ray-Tracing Surrogate | Nov 13, 2024 | Decision MakingGPU | CodeCode Available | 0 |
| Collaborative and Federated Black-box Optimization: A Bayesian Optimization Perspective | Nov 12, 2024 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Optimal Control of Mechanical Ventilators with Learned Respiratory Dynamics | Nov 12, 2024 | Decision MakingManagement | CodeCode Available | 0 |
| PageRank Bandits for Link Prediction | Nov 3, 2024 | Decision MakingGraph Learning | CodeCode Available | 0 |
| EARL-BO: Reinforcement Learning for Multi-Step Lookahead, High-Dimensional Bayesian Optimization | Oct 31, 2024 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Quantum Reinforcement Learning-Based Two-Stage Unit Commitment Framework for Enhanced Power Systems Robustness | Oct 28, 2024 | Computational EfficiencyDecision Making | —Unverified | 0 |
| Annotation Efficiency: Identifying Hard Samples via Blocked Sparse Linear Bandits | Oct 26, 2024 | Active LearningBlocking | —Unverified | 0 |
| Reinforcement Learning for Aligning Large Language Models Agents with Interactive Environments: Quantifying and Mitigating Prompt Overfitting | Oct 25, 2024 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| Robust Thompson Sampling Algorithms Against Reward Poisoning Attacks | Oct 25, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Learning Versatile Skills with Curriculum Masking | Oct 23, 2024 | Decision MakingOffline RL | CodeCode Available | 0 |
| Convex Markov Games: A New Frontier for Multi-Agent Reinforcement Learning | Oct 22, 2024 | Decision MakingDiversity | —Unverified | 0 |
| Hierarchical Upper Confidence Bounds for Constrained Online Learning | Oct 22, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| SAC-GLAM: Improving Online RL for LLM agents with Soft Actor-Critic and Hindsight Relabeling | Oct 16, 2024 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| Counterfactual Effect Decomposition in Multi-Agent Sequential Decision Making | Oct 16, 2024 | Attributecounterfactual | CodeCode Available | 0 |
| Communication-Control Codesign for Large-Scale Wireless Networked Control Systems | Oct 15, 2024 | Deep Reinforcement LearningScheduling | —Unverified | 0 |
| Burning RED: Unlocking Subtask-Driven Reinforcement Learning and Risk-Awareness in Average-Reward Markov Decision Processes | Oct 14, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Offline Hierarchical Reinforcement Learning via Inverse Optimization | Oct 10, 2024 | Decision MakingHierarchical Reinforcement Learning | —Unverified | 0 |
| Efficient Reinforcement Learning with Large Language Model Priors | Oct 10, 2024 | Bayesian InferenceDecision Making | —Unverified | 0 |
| On the Modeling Capabilities of Large Language Models for Sequential Decision Making | Oct 8, 2024 | Decision MakingDiversity | —Unverified | 0 |
| DOPL: Direct Online Preference Learning for Restless Bandits with Preference Feedback | Oct 7, 2024 | Multi-Armed BanditsSequential Decision Making | —Unverified | 0 |
| Preference Optimization as Probabilistic Inference | Oct 5, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Minimax-optimal trust-aware multi-armed bandits | Oct 4, 2024 | Decision MakingMulti-Armed Bandits | —Unverified | 0 |
| Learning a Fast Mixing Exogenous Block MDP using a Single Trajectory | Oct 3, 2024 | Representation LearningSequential Decision Making | CodeCode Available | 0 |
| Adaptive teachers for amortized samplers | Oct 2, 2024 | Decision MakingEfficient Exploration | CodeCode Available | 0 |