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| Improving Group Robustness on Spurious Correlation via Evidential Alignment | Jun 12, 2025 | Uncertainty Quantification | CodeCode Available | 0 |
| Verifiably Robust Conformal Prediction | May 29, 2024 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 0 |
| Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling | Nov 6, 2019 | Uncertainty Quantification | CodeCode Available | 0 |
| Conformal Prediction for Image Segmentation Using Morphological Prediction Sets | Mar 7, 2025 | Conformal PredictionImage Segmentation | CodeCode Available | 0 |
| A variational neural Bayes framework for inference on intractable posterior distributions | Apr 16, 2024 | Uncertainty Quantification | CodeCode Available | 0 |
| Algorithmic Framework for Model-based Deep Reinforcement Learning with Theoretical Guarantees | Jul 10, 2018 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Physics-informed Gaussian Processes for Safe Envelope Expansion | Jan 2, 2025 | Gaussian ProcessesUncertainty Quantification | CodeCode Available | 0 |
| Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets | Jul 5, 2022 | Conformal PredictionDeep Learning | CodeCode Available | 0 |
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| Improving Uncertainty Quantification of Variance Networks by Tree-Structured Learning | Dec 24, 2022 | Uncertainty Quantification | CodeCode Available | 0 |
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| Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration | Jun 10, 2024 | Conformal Predictionimbalanced classification | CodeCode Available | 0 |
| Efficient Uncertainty Quantification and Reduction for Over-Parameterized Neural Networks | Jun 9, 2023 | Uncertainty Quantification | CodeCode Available | 0 |
| Uncertainty Quantification with Bayesian Higher Order ReLU KANs | Oct 2, 2024 | Computational EfficiencyKolmogorov-Arnold Networks | CodeCode Available | 0 |
| Semi-Supervised Generative Models for Disease Trajectories: A Case Study on Systemic Sclerosis | Jul 16, 2024 | Time SeriesUncertainty Quantification | CodeCode Available | 0 |
| Being a Bit Frequentist Improves Bayesian Neural Networks | Jun 18, 2021 | Bayesian InferenceOut of Distribution (OOD) Detection | CodeCode Available | 0 |
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| SepsisLab: Early Sepsis Prediction with Uncertainty Quantification and Active Sensing | Jul 24, 2024 | ImputationMissing Values | CodeCode Available | 0 |
| Sepsyn-OLCP: An Online Learning-based Framework for Early Sepsis Prediction with Uncertainty Quantification using Conformal Prediction | Mar 18, 2025 | Conformal PredictionModel Selection | CodeCode Available | 0 |
| Parameter Inference based on Gaussian Processes Informed by Nonlinear Partial Differential Equations | Dec 22, 2022 | Gaussian ProcessesUncertainty Quantification | CodeCode Available | 0 |
| Conformal Prediction for Causal Effects of Continuous Treatments | Jul 3, 2024 | Conformal PredictionPrediction | CodeCode Available | 0 |
| Conformal online model aggregation | Mar 22, 2024 | Conformal Predictionmodel | CodeCode Available | 0 |
| Towards Reliable Rare Category Analysis on Graphs via Individual Calibration | Jul 19, 2023 | Fraud DetectionIntrusion Detection | CodeCode Available | 0 |
| Efficient Smoothed Concomitant Lasso Estimation for High Dimensional Regression | Jun 8, 2016 | regressionUncertainty Quantification | CodeCode Available | 0 |