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Uncertainty Quantification

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TitleStatusHype
Can Diffusion Models Provide Rigorous Uncertainty Quantification for Bayesian Inverse Problems?Code0
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
Conformal Risk Control for Semantic Uncertainty Quantification in Computed Tomography—0
CONSeg: Voxelwise Glioma Conformal Segmentation—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
An Ensemble Framework for Probabilistic Short-Term Load Forecasting Based on BiTCN and Deep Attention NetworksCode0
Weakly Supervised Pixel-Level Annotation with Visual Interpretability—0
Uncertainty Quantification in Retrieval Augmented Question AnsweringCode0
An Overview of Large Language Models for Statisticians—0
Uncertainty-aware abstention in medical diagnosis based on medical texts—0
Uncertainty Quantification for LLM-Based Survey Simulations—0
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
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-ThoughtCode1
Posterior Inference with Diffusion Models for High-dimensional Black-box OptimizationCode1
All You Need for Counterfactual Explainability Is Principled and Reliable Estimate of Aleatoric and Epistemic Uncertainty—0
Uncertainty Quantification of Large Language Models through Multi-Dimensional Responses—0
Logit Disagreement: OoD Detection with Bayesian Neural Networks—0
From FAIR to CURE: Guidelines for Computational Models of Biological Systems—0
Rapid Parameter Inference with Uncertainty Quantification for a Radiological Plume Source Identification Problem—0
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