| Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification | May 24, 2024 | Bayesian InferenceIn-Context Learning | —Unverified | 0 |
| Reliable Trajectory Prediction and Uncertainty Quantification with Conditioned Diffusion Models | May 23, 2024 | PredictionTrajectory Prediction | —Unverified | 0 |
| Stochastic Online Conformal Prediction with Semi-Bandit Feedback | May 22, 2024 | Conformal Predictionimage-classification | —Unverified | 0 |
| A Deep Learning Approach to Multi-Fiber Parameter Estimation and Uncertainty Quantification in Diffusion MRI | May 22, 2024 | Diffusion MRIparameter estimation | —Unverified | 0 |
| Regression Trees Know Calculus | May 22, 2024 | Gaussian Processesregression | —Unverified | 0 |
| Efficient Two-Stage Gaussian Process Regression Via Automatic Kernel Search and Subsampling | May 22, 2024 | GPRregression | —Unverified | 0 |
| Semantic Density: Uncertainty Quantification for Large Language Models through Confidence Measurement in Semantic Space | May 22, 2024 | MisinformationQuestion Answering | CodeCode Available | 1 |
| Gaussian Measures Conditioned on Nonlinear Observations: Consistency, MAP Estimators, and Simulation | May 21, 2024 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Stochastic Inference of Plate Bending from Heterogeneous Data: Physics-informed Gaussian Processes via Kirchhoff-Love Theory | May 21, 2024 | Gaussian ProcessesStructural Health Monitoring | —Unverified | 0 |
| Uncertainty quantification by block bootstrap for differentially private stochastic gradient descent | May 21, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Beyond Calibration: Assessing the Probabilistic Fit of Neural Regressors via Conditional Congruence | May 20, 2024 | Decision MakingUncertainty Quantification | —Unverified | 0 |
| Conditional Shift-Robust Conformal Prediction for Graph Neural Network | May 20, 2024 | Conformal PredictionGraph Neural Network | —Unverified | 0 |
| Efficient Line Search Method Based on Regression and Uncertainty Quantification | May 17, 2024 | Bayesian Optimizationregression | —Unverified | 0 |
| Model orthogonalization and Bayesian forecast mixing via Principal Component Analysis | May 17, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Multi-Source Conformal Inference Under Distribution Shift | May 15, 2024 | Decision MakingLength-of-Stay prediction | CodeCode Available | 0 |
| Improving Label Error Detection and Elimination with Uncertainty Quantification | May 15, 2024 | Ensemble Learningimage-classification | —Unverified | 0 |
| Wasserstein Gradient Boosting: A Framework for Distribution-Valued Supervised Learning | May 15, 2024 | regressionUncertainty Quantification | CodeCode Available | 0 |
| The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks | May 14, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| CVAE-SM: A Conditional Variational Autoencoder with Style Modulation for Efficient Uncertainty Quantification | May 13, 2024 | Image SegmentationManagement | CodeCode Available | 0 |
| Deep Neural Operator Enabled Digital Twin Modeling for Additive Manufacturing | May 13, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Do Bayesian imaging methods report trustworthy probabilities? | May 13, 2024 | DenoisingGPU | —Unverified | 0 |
| Informativeness of Weighted Conformal Prediction | May 10, 2024 | Conformal PredictionInformativeness | CodeCode Available | 0 |
| ASPIRE: Iterative Amortized Posterior Inference for Bayesian Inverse Problems | May 8, 2024 | Uncertainty QuantificationVariational Inference | CodeCode Available | 0 |
| Uncertainty quantification in metric spaces | May 8, 2024 | regressionUncertainty Quantification | —Unverified | 0 |
| A design specification for Critical Illness Digital Twins to cure sepsis: responding to the National Academies of Sciences, Engineering and Medicine Report: Foundational Research Gaps and Future Directions for Digital Twins | May 8, 2024 | Uncertainty Quantification | —Unverified | 0 |