| Comparing Exploration-Exploitation Strategies of LLMs and Humans: Insights from Standard Multi-armed Bandit Tasks | May 15, 2025 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| A friendly introduction to triangular transport | Mar 27, 2025 | Bayesian InferenceDecision Making | CodeCode Available | 1 |
| End-to-End Conformal Calibration for Optimization Under Uncertainty | Sep 30, 2024 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Adaptive Two-Stage Cloud Resource Scaling via Hierarchical Multi-Indicator Forecasting and Bayesian Decision-Making | Aug 2, 2024 | Cloud ComputingDecision Making | CodeCode Available | 1 |
| Explaining Predictive Uncertainty with Information Theoretic Shapley Values | Sep 21, 2023 | Active LearningDecision Making Under Uncertainty | CodeCode Available | 1 |
| Uncertainty Quantification for Image-based Traffic Prediction across Cities | Aug 11, 2023 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Collective Intelligence in Human-AI Teams A Bayesian Theory of Mind Approach | Jun 26, 2023 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Bayesian Optimization with Conformal Prediction Sets | Oct 22, 2022 | Active LearningBayesian Optimization | CodeCode Available | 1 |
| jsdp: a Java Stochastic DP Library | Sep 20, 2022 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| xView3-SAR: Detecting Dark Fishing Activity Using Synthetic Aperture Radar Imagery | Jun 2, 2022 | Decision Making Under UncertaintyHoldout Set | CodeCode Available | 1 |
| Neur2SP: Neural Two-Stage Stochastic Programming | May 20, 2022 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Deep Reinforcement Learning for Time Allocation and Directional Transmission in Joint Radar-Communication | May 19, 2022 | Autonomous VehiclesDecision Making Under Uncertainty | CodeCode Available | 1 |
| Emulation of physical processes with Emukit | Oct 25, 2021 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Counterfactual Explanations in Sequential Decision Making Under Uncertainty | Jul 6, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Unifying Cardiovascular Modelling with Deep Reinforcement Learning for Uncertainty Aware Control of Sepsis Treatment | Jan 21, 2021 | Clinical KnowledgeDecision Making Under Uncertainty | CodeCode Available | 1 |
| An empirical evaluation of active inference in multi-armed bandits | Jan 21, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification | Dec 4, 2020 | Bayesian InferenceDecision Making Under Uncertainty | CodeCode Available | 1 |
| MAGIC: Learning Macro-Actions for Online POMDP Planning | Nov 7, 2020 | Computational EfficiencyDecision Making | CodeCode Available | 1 |
| Bayesian Optimization of Risk Measures | Jul 10, 2020 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Dynamic Multi-Robot Task Allocation under Uncertainty and Temporal Constraints | May 27, 2020 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Curating a COVID-19 data repository and forecasting county-level death counts in the United States | May 16, 2020 | COVID-19 TrackingDecision Making | CodeCode Available | 1 |
| Approximate Inference in Discrete Distributions with Monte Carlo Tree Search and Value Functions | Oct 15, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Reinforcement Learning for Temporal Logic Control Synthesis with Probabilistic Satisfaction Guarantees | Sep 11, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Certified Reinforcement Learning with Logic Guidance | Feb 2, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Logically-Constrained Reinforcement Learning | Jan 24, 2018 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
