| Do Large Language Models (Really) Need Statistical Foundations? | May 25, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification for Physics-Informed Neural Networks with Extended Fiducial Inference | May 25, 2025 | Uncertainty Quantification | —Unverified | 0 |
| UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models | May 25, 2025 | Machine TranslationQuestion Answering | —Unverified | 0 |
| Scalable Gaussian Processes with Low-Rank Deep Kernel Decomposition | May 24, 2025 | Computational EfficiencyGaussian Processes | —Unverified | 0 |
| Asymmetric Duos: Sidekicks Improve Uncertainty | May 24, 2025 | image-classificationImage Classification | —Unverified | 0 |
| Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares | May 23, 2025 | Density Estimationparameter estimation | —Unverified | 0 |
| Bayesian Deep Learning for Discrete Choice | May 23, 2025 | Bayesian InferenceDeep Learning | —Unverified | 0 |
| Model-based Estimation of Difference-in-Differences with Staggered Treatments | May 23, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Tube Loss based Deep Networks For Improving the Probabilistic Forecasting of Wind Speed | May 23, 2025 | Uncertainty Quantification | —Unverified | 0 |
| A Generic Framework for Conformal Fairness | May 22, 2025 | Conformal PredictionFairness | CodeCode Available | 0 |
| Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings | May 22, 2025 | Conformal PredictionGraph Embedding | —Unverified | 0 |
| Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools | May 22, 2025 | Information RetrievalQuestion Answering | —Unverified | 0 |
| Efficient Prototype Consistency Learning in Medical Image Segmentation via Joint Uncertainty and Data Augmentation | May 22, 2025 | Data AugmentationImage Segmentation | —Unverified | 0 |
| Integral Imprecise Probability Metrics | May 22, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Large-Scale Bayesian Tensor Reconstruction: An Approximate Message Passing Solution | May 22, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Exponential Convergence of CAVI for Bayesian PCA | May 22, 2025 | Dimensionality ReductionUncertainty Quantification | —Unverified | 0 |
| Last Layer Empirical Bayes | May 21, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Gaussian Processes in Power Systems: Techniques, Applications, and Future Works | May 21, 2025 | Decision MakingGaussian Processes | —Unverified | 0 |
| Enhancing Monte Carlo Dropout Performance for Uncertainty Quantification | May 21, 2025 | Bayesian OptimizationMedical Diagnosis | —Unverified | 0 |
| Uncertainty Quantification in SVM prediction | May 21, 2025 | feature selectionPrediction | CodeCode Available | 0 |
| SurvUnc: A Meta-Model Based Uncertainty Quantification Framework for Survival Analysis | May 20, 2025 | BenchmarkingModel Optimization | CodeCode Available | 0 |
| CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition | May 20, 2025 | Conformal PredictionImage Segmentation | —Unverified | 0 |
| Scalable Bayesian Monte Carlo: fast uncertainty estimation beyond deep ensembles | May 19, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Neurosymbolic Diffusion Models | May 19, 2025 | Autonomous DrivingUncertainty Quantification | CodeCode Available | 2 |
| Spline Dimensional Decomposition with Interpolation-based Optimal Knot Selection for Stochastic Dynamic Analysis | May 19, 2025 | Uncertainty Quantification | —Unverified | 0 |
