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| 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 |
| Failure Probability Estimation for Black-Box Autonomous Systems using State-Dependent Importance Sampling Proposals | Dec 3, 2024 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Selective Reviews of Bandit Problems in AI via a Statistical View | Dec 3, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| STEVE-Audio: Expanding the Goal Conditioning Modalities of Embodied Agents in Minecraft | Dec 1, 2024 | Decision MakingMinecraft | —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 |
| 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 |
| 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 |
| LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation | Nov 1, 2024 | Logical ReasoningSequential Decision Making | CodeCode Available | 1 |
| 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 |
| Hierarchical Upper Confidence Bounds for Constrained Online Learning | Oct 22, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Convex Markov Games: A New Frontier for Multi-Agent Reinforcement Learning | Oct 22, 2024 | Decision MakingDiversity | —Unverified | 0 |