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Uncertainty Quantification

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TitleStatusHype
Active operator learning with predictive uncertainty quantification for partial differential equations—0
Conceptualizing UncertaintyCode0
Can Diffusion Models Provide Rigorous Uncertainty Quantification for Bayesian Inverse Problems?Code0
LAPD: Langevin-Assisted Bayesian Active Learning for Physical Discovery—0
Architectural and Inferential Inductive Biases For Exchangeable Sequence ModelingCode0
An Efficient and Uncertainty-aware Reinforcement Learning Framework for Quality Assurance in Extrusion Additive Manufacturing—0
Asymptotic Theory of Eigenvectors for Latent Embeddings with Generalized Laplacian Matrices—0
Gaussian process surrogate model to approximate power grid simulators -- An application to the certification of a congestion management controller—0
CONSeg: Voxelwise Glioma Conformal Segmentation—0
Conformal Risk Control for Semantic Uncertainty Quantification in Computed Tomography—0
Global Framework for Emulation of Nuclear Calculations—0
AI-Powered Bayesian Inference—0
Self-supervised conformal prediction for uncertainty quantification in Poisson imaging problems—0
Uncertainty Quantification for LLM-Based Survey Simulations—0
Uncertainty-aware abstention in medical diagnosis based on medical texts—0
Uncertainty Quantification in Retrieval Augmented Question AnsweringCode0
An Overview of Large Language Models for Statisticians—0
Weakly Supervised Pixel-Level Annotation with Visual Interpretability—0
An Ensemble Framework for Probabilistic Short-Term Load Forecasting Based on BiTCN and Deep Attention NetworksCode0
Monte Carlo Temperature: a robust sampling strategy for LLM's uncertainty quantification methods—0
Robust Confinement State Classification with Uncertainty Quantification through Ensembled Data-Driven Methods—0
Uncertainty Quantification of Large Language Models through Multi-Dimensional Responses—0
All You Need for Counterfactual Explainability Is Principled and Reliable Estimate of Aleatoric and Epistemic Uncertainty—0
Logit Disagreement: OoD Detection with Bayesian Neural Networks—0
From FAIR to CURE: Guidelines for Computational Models of Biological Systems—0
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