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Uncertainty Quantification

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TitleStatusHype
Why Machine Learning Models Fail to Fully Capture Epistemic Uncertainty—0
GUST: Quantifying Free-Form Geometric Uncertainty of Metamaterials Using Small Data—0
Mitigating Audiovisual Mismatch in Visual-Guide Audio Captioning—0
Judging LLMs on a Simplex—0
Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification—0
Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents—0
PrivATE: Differentially Private Confidence Intervals for Average Treatment Effects—0
STACI: Spatio-Temporal Aleatoric Conformal Inference—0
Semi-Supervised Conformal Prediction With Unlabeled Nonconformity Score—0
Humble AI in the real-world: the case of algorithmic hiring—0
Self-reflective Uncertainties: Do LLMs Know Their Internal Answer Distribution?—0
Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs—0
Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models—0
Equivariant Representation Learning for Symmetry-Aware Inference with Guarantees—0
Grammars of Formal Uncertainty: When to Trust LLMs in Automated Reasoning Tasks—0
WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts—0
Variational Deep Learning via Implicit Regularization—0
Uncertainty Quantification for Physics-Informed Neural Networks with Extended Fiducial Inference—0
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models—0
Do Large Language Models (Really) Need Statistical Foundations?—0
Optimal Conformal Prediction under Epistemic UncertaintyCode0
Asymmetric Duos: Sidekicks Improve Uncertainty—0
Scalable Gaussian Processes with Low-Rank Deep Kernel Decomposition—0
Model-based Estimation of Difference-in-Differences with Staggered Treatments—0
Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares—0
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