| A Comparative Study on Multi-task Uncertainty Quantification in Semantic Segmentation and Monocular Depth Estimation | May 27, 2024 | Autonomous DrivingDepth Estimation | —Unverified | 0 |
| Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba | May 27, 2024 | Generative Adversarial NetworkImage Reconstruction | —Unverified | 0 |
| Kernel-based Optimally Weighted Conformal Prediction Intervals | May 27, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Conformal Prediction for Ensembles: Improving Efficiency via Score-Based Aggregation | May 25, 2024 | Conformal PredictionMULTI-VIEW LEARNING | CodeCode Available | 0 |
| ProDAG: Projected Variational Inference for Directed Acyclic Graphs | May 24, 2024 | Causal InferenceCombinatorial Optimization | CodeCode Available | 0 |
| Uncertainty Quantification for Neurosymbolic Programs via Compositional Conformal Prediction | May 24, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Score-based generative models are provably robust: an uncertainty quantification perspective | May 24, 2024 | Generalization BoundsUncertainty Quantification | —Unverified | 0 |
| Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification | May 24, 2024 | Bayesian InferenceIn-Context Learning | —Unverified | 0 |
| Hierarchical Uncertainty Exploration via Feedforward Posterior Trees | May 24, 2024 | Image RestorationUncertainty Quantification | —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 |
| Efficient Two-Stage Gaussian Process Regression Via Automatic Kernel Search and Subsampling | May 22, 2024 | GPRregression | —Unverified | 0 |
| Regression Trees Know Calculus | May 22, 2024 | Gaussian Processesregression | —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 |
| Uncertainty quantification by block bootstrap for differentially private stochastic gradient descent | May 21, 2024 | Uncertainty Quantification | —Unverified | 0 |
| 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 |
| Conditional Shift-Robust Conformal Prediction for Graph Neural Network | May 20, 2024 | Conformal PredictionGraph Neural Network | —Unverified | 0 |
| Beyond Calibration: Assessing the Probabilistic Fit of Neural Regressors via Conditional Congruence | May 20, 2024 | Decision MakingUncertainty Quantification | —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 |
| 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 |
| Multi-Source Conformal Inference Under Distribution Shift | May 15, 2024 | Decision MakingLength-of-Stay prediction | CodeCode Available | 0 |
| The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks | May 14, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |