| 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 |
| Robust Thompson Sampling Algorithms Against Reward Poisoning Attacks | Oct 25, 2024 | Decision MakingSequential Decision Making | —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 |
| 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 |
| AVID: Adapting Video Diffusion Models to World Models | Oct 1, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel | Sep 26, 2024 | Bayesian OptimizationChange Detection | —Unverified | 0 |
| Collaborative Comic Generation: Integrating Visual Narrative Theories with AI Models for Enhanced Creativity | Sep 25, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Learning Utilities from Demonstrations in Markov Decision Processes | Sep 25, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Reference Points, Risk-Taking Behavior, and Competitive Outcomes in Sequential Settings | Sep 20, 2024 | counterfactualDecision Making | —Unverified | 0 |
| Visual Language Tracking with Multi-modal Interaction: A Robust Benchmark | Sep 13, 2024 | Sequential Decision MakingWorld Knowledge | —Unverified | 0 |
| Hierarchical Reinforcement Learning for Temporal Abstraction of Listwise Recommendation | Sep 11, 2024 | Decision MakingHierarchical Reinforcement Learning | —Unverified | 0 |
| HierLLM: Hierarchical Large Language Model for Question Recommendation | Sep 10, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Forward KL Regularized Preference Optimization for Aligning Diffusion Policies | Sep 9, 2024 | D4RLDecision Making | —Unverified | 0 |
| Bridging Rested and Restless Bandits with Graph-Triggering: Rising and Rotting | Sep 9, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| An Introduction to Quantum Reinforcement Learning (QRL) | Sep 9, 2024 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Sliding-Window Thompson Sampling for Non-Stationary Settings | Sep 8, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| A naive aggregation algorithm for improving generalization in a class of learning problems | Sep 6, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| InfraLib: Enabling Reinforcement Learning and Decision-Making for Large-Scale Infrastructure Management | Sep 5, 2024 | BenchmarkingComputational Efficiency | —Unverified | 0 |
| A Sequential Decision-Making Model for Perimeter Identification | Sep 4, 2024 | Decision Makingmodel | —Unverified | 0 |
| Temporal Elections: Welfare, Strategyproofness, and Proportionality | Aug 24, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| How to Measure Human-AI Prediction Accuracy in Explainable AI Systems | Aug 23, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Pareto Inverse Reinforcement Learning for Diverse Expert Policy Generation | Aug 22, 2024 | Autonomous DrivingDecision Making | —Unverified | 0 |
| An End-to-End Reinforcement Learning Based Approach for Micro-View Order-Dispatching in Ride-Hailing | Aug 20, 2024 | Combinatorial OptimizationDecision Making | —Unverified | 0 |
| Contextual Bandits for Unbounded Context Distributions | Aug 19, 2024 | Decision MakingMulti-Armed Bandits | —Unverified | 0 |
| Enhancing Heterogeneous Multi-Agent Cooperation in Decentralized MARL via GNN-driven Intrinsic Rewards | Aug 12, 2024 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Meta Clustering of Neural Bandits | Aug 10, 2024 | ClusteringDecision Making | —Unverified | 0 |
| Structure and Reduction of MCTS for Explainable-AI | Aug 10, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Non-maximizing policies that fulfill multi-criterion aspirations in expectation | Aug 8, 2024 | Sequential Decision Making | —Unverified | 0 |
| Few-shot Scooping Under Domain Shift via Simulated Maximal Deployment Gaps | Aug 6, 2024 | Bayesian OptimizationMeta-Learning | —Unverified | 0 |