| Approximate Inference in Discrete Distributions with Monte Carlo Tree Search and Value Functions | Oct 15, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| A Probabilistic Graphical Model Foundation for Enabling Predictive Digital Twins at Scale | Dec 10, 2020 | Decision Making | CodeCode Available | 1 | 5 |
| Deep learning with self-supervision and uncertainty regularization to count fish in underwater images | Apr 30, 2021 | Crowd CountingDecision Making | CodeCode Available | 1 | 5 |
| Sequential Density Ratio Estimation for Simultaneous Optimization of Speed and Accuracy | Jun 10, 2020 | Decision MakingDensity Ratio Estimation | CodeCode Available | 1 | 5 |
| Decision Trees for Decision-Making under the Predict-then-Optimize Framework | Feb 29, 2020 | Decision MakingParameter Prediction | CodeCode Available | 1 | 5 |
| Deep Reinforcement Learning based Recommendation with Explicit User-Item Interactions Modeling | Oct 29, 2018 | Collaborative FilteringDecision Making | CodeCode Available | 1 | 5 |
| Deep Reinforcement Learning for Entity Alignment | Mar 7, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| RL-I2IT: Image-to-Image Translation with Deep Reinforcement Learning | Sep 24, 2023 | Auxiliary LearningDecision Making | CodeCode Available | 1 | 5 |
| Achieving Robustness to Aleatoric Uncertainty with Heteroscedastic Bayesian Optimisation | Oct 17, 2019 | Bayesian OptimisationDecision Making | CodeCode Available | 1 | 5 |
| A Probabilistic U-Net for Segmentation of Ambiguous Images | Jun 13, 2018 | Decision MakingSegmentation | CodeCode Available | 1 | 5 |
| Defeasible Visual Entailment: Benchmark, Evaluator, and Reward-Driven Optimization | Dec 19, 2024 | Contrastive LearningDecision Making | CodeCode Available | 1 | 5 |
| DEFN: Dual-Encoder Fourier Group Harmonics Network for Three-Dimensional Indistinct-Boundary Object Segmentation | Nov 1, 2023 | 3D ReconstructionData Augmentation | CodeCode Available | 1 | 5 |
| AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence | Feb 19, 2025 | Code GenerationDecision Making | CodeCode Available | 1 | 5 |
| A Recurrent Vision-and-Language BERT for Navigation | Nov 26, 2020 | Decision MakingDecoder | CodeCode Available | 1 | 5 |
| Are Human-generated Demonstrations Necessary for In-context Learning? | Sep 26, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| Developing Optimal Causal Cyber-Defence Agents via Cyber Security Simulation | Jul 25, 2022 | Bayesian OptimisationDecision Making | CodeCode Available | 1 | 5 |
| Deep Bayesian Inversion | Nov 14, 2018 | Decision MakingImage Reconstruction | CodeCode Available | 1 | 5 |
| Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities | Jul 25, 2023 | Decision Making | CodeCode Available | 1 | 5 |
| A novel interpretable machine learning system to generate clinical risk scores: An application for predicting early mortality or unplanned readmission in a retrospective cohort study | Jan 10, 2022 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 | 5 |
| DiffAIL: Diffusion Adversarial Imitation Learning | Dec 11, 2023 | Decision MakingImitation Learning | CodeCode Available | 1 | 5 |
| Argumentative Large Language Models for Explainable and Contestable Claim Verification | May 3, 2024 | Claim VerificationDecision Making | CodeCode Available | 1 | 5 |
| DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data | Oct 30, 2024 | Decision MakingImputation | CodeCode Available | 1 | 5 |
| Decision-Making with Auto-Encoding Variational Bayes | Feb 17, 2020 | Decision MakingTwo-sample testing | CodeCode Available | 1 | 5 |
| Data-Driven Sample Average Approximation with Covariate Information | Jul 27, 2022 | Decision MakingPrediction | CodeCode Available | 1 | 5 |
| 6GAN: IPv6 Multi-Pattern Target Generation via Generative Adversarial Nets with Reinforcement Learning | Apr 21, 2022 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
