| Why Machine Learning Models Fail to Fully Capture Epistemic Uncertainty | May 29, 2025 | Uncertainty Quantification | —Unverified | 0 |
| GUST: Quantifying Free-Form Geometric Uncertainty of Metamaterials Using Small Data | May 28, 2025 | FormTransfer Learning | —Unverified | 0 |
| Mitigating Audiovisual Mismatch in Visual-Guide Audio Captioning | May 28, 2025 | AudioCapsAudio captioning | —Unverified | 0 |
| Judging LLMs on a Simplex | May 28, 2025 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification | May 28, 2025 | Conformal PredictionPrediction Intervals | —Unverified | 0 |
| Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents | May 28, 2025 | ChatbotLanguage Modeling | —Unverified | 0 |
| PrivATE: Differentially Private Confidence Intervals for Average Treatment Effects | May 27, 2025 | Privacy PreservingUncertainty Quantification | —Unverified | 0 |
| STACI: Spatio-Temporal Aleatoric Conformal Inference | May 27, 2025 | Gaussian ProcessesGPU | —Unverified | 0 |
| Semi-Supervised Conformal Prediction With Unlabeled Nonconformity Score | May 27, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Humble AI in the real-world: the case of algorithmic hiring | May 27, 2025 | FairnessUncertainty Quantification | —Unverified | 0 |
| Self-reflective Uncertainties: Do LLMs Know Their Internal Answer Distribution? | May 26, 2025 | Large Language ModelUncertainty Quantification | —Unverified | 0 |
| Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs | May 26, 2025 | HallucinationQuestion Answering | —Unverified | 0 |
| Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models | May 26, 2025 | Uncertainty QuantificationVisual Reasoning | —Unverified | 0 |
| Equivariant Representation Learning for Symmetry-Aware Inference with Guarantees | May 26, 2025 | regressionRepresentation Learning | —Unverified | 0 |
| Grammars of Formal Uncertainty: When to Trust LLMs in Automated Reasoning Tasks | May 26, 2025 | Uncertainty Quantification | —Unverified | 0 |
| WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts | May 26, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Variational Deep Learning via Implicit Regularization | May 26, 2025 | Deep LearningInductive Bias | —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 |
| Do Large Language Models (Really) Need Statistical Foundations? | May 25, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Optimal Conformal Prediction under Epistemic Uncertainty | May 25, 2025 | Conformal PredictionPrediction | CodeCode Available | 0 |
| Asymmetric Duos: Sidekicks Improve Uncertainty | May 24, 2025 | image-classificationImage Classification | —Unverified | 0 |
| Scalable Gaussian Processes with Low-Rank Deep Kernel Decomposition | May 24, 2025 | Computational EfficiencyGaussian Processes | —Unverified | 0 |
| Model-based Estimation of Difference-in-Differences with Staggered Treatments | May 23, 2025 | Uncertainty Quantification | —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 |