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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-aware abstention in medical diagnosis based on medical texts—0
Uncertainty Quantification for LLM-Based Survey Simulations—0
An Overview of Large Language Models for Statisticians—0
Monte Carlo Temperature: a robust sampling strategy for LLM's uncertainty quantification methods—0
An Ensemble Framework for Probabilistic Short-Term Load Forecasting Based on BiTCN and Deep Attention NetworksCode0
Uncertainty Quantification in Retrieval Augmented Question AnsweringCode0
Weakly Supervised Pixel-Level Annotation with Visual Interpretability—0
Robust Confinement State Classification with Uncertainty Quantification through Ensembled Data-Driven Methods—0
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
From FAIR to CURE: Guidelines for Computational Models of Biological Systems—0
Logit Disagreement: OoD Detection with Bayesian Neural Networks—0
Sparse Activations as Conformal PredictorsCode0
Bayesian SegNet for Semantic Segmentation with Improved Interpretation of Microstructural Evolution During Irradiation of Materials—0
Uncertainty and sensitivity analysis of hair growth duration in human scalp follicles under normal and alopecic conditions—0
General Uncertainty Estimation with Delta Variances—0
Token-Level Density-Based Uncertainty Quantification Methods for Eliciting Truthfulness of Large Language ModelsCode0
Daily Land Surface Temperature Reconstruction in Landsat Cross-Track Areas Using Deep Ensemble Learning With Uncertainty Quantification—0
Forecasting Local Ionospheric Parameters Using TransformersCode0
Rapid Parameter Inference with Uncertainty Quantification for a Radiological Plume Source Identification Problem—0
Experiment Design with Gaussian Process Regression with Applications to Chance-Constrained Control—0
Uncertainty quantification for Markov chains with application to temporal difference learning—0
Probabilistic neural operators for functional uncertainty quantificationCode0
A Bayesian Perspective on Uncertainty Quantification for Estimated Graph Signals—0
Enhanced uncertainty quantification variational autoencoders for the solution of Bayesian inverse problems—0
Conformal Prediction as Bayesian Quadrature—0
Neural Chaos: A Spectral Stochastic Neural Operator—0
Model-free system identification of surface ships in waves via Hankel dynamic mode decomposition with control—0
Minimal Ranks, Maximum Confidence: Parameter-efficient Uncertainty Quantification for LoRACode0
Uncertainty-Aware Search and Value Models: Mitigating Search Scaling Flaws in LLMs—0
Collaborative Deterministic-Probabilistic Forecasting for Real-World Spatiotemporal Systems—0
Rashomon perspective for measuring uncertainty in the survival predictive maintenance models—0
SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information—0
Uncertainty-Aware Step-wise Verification with Generative Reward Models—0
Epidemic-guided deep learning for spatiotemporal forecasting of Tuberculosis outbreakCode0
Incentivize without Bonus: Provably Efficient Model-based Online Multi-agent RL for Markov Games—0
Relational Conformal Prediction for Correlated Time Series—0
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