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Uncertainty Quantification

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TitleStatusHype
Bridging Data-Driven and Physics-Based Models: A Consensus Multi-Model Kalman Filter for Robust Vehicle State Estimation—0
Beyond Sin-Squared Error: Linear-Time Entrywise Uncertainty Quantification for Streaming PCA—0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions—0
Structure and asymptotic preserving deep neural surrogates for uncertainty quantification in multiscale kinetic equations—0
Uncertainty-Masked Bernoulli Diffusion for Camouflaged Object Detection Refinement—0
Uncertainty-Aware Deep Learning for Automated Skin Cancer Classification: A Comprehensive Evaluation—0
Improving Group Robustness on Spurious Correlation via Evidential AlignmentCode0
Bayesian Probabilistic Matrix Factorization—0
Textual Bayes: Quantifying Uncertainty in LLM-Based Systems—0
Probabilistic Variational Contrastive Learning—0
Flow Matching Meets PDEs: A Unified Framework for Physics-Constrained Generation—0
Model-Free Kernel Conformal Depth Measures Algorithm for Uncertainty Quantification in Regression Models in Separable Hilbert Spaces—0
End-to-End Probabilistic Framework for Learning with Hard Constraints—0
Graph Neural Networks in Modern AI-aided Drug Discovery—0
Antithetic Noise in Diffusion Models—0
Emulating compact binary population synthesis simulations with robust uncertainty quantification and model comparison: Bayesian normalizing flowsCode0
Testing Hypotheses of Covariate Effects on Topics of DiscourseCode0
Neurosymbolic Artificial Intelligence for Robust Network Intrusion Detection: From Scratch to Transfer Learning—0
On the Need to Align Intent and Implementation in Uncertainty Quantification for Machine Learning—0
Discovery of Probabilistic Dirichlet-to-Neumann Maps on Graphs—0
Uncertainty-Aware Metabolic Stability Prediction with Dual-View Contrastive Learning—0
UNSURF: Uncertainty Quantification for Cortical Surface Reconstruction of Clinical Brain MRIs—0
Understanding while Exploring: Semantics-driven Active Mapping—0
Unsupervised Word-level Quality Estimation for Machine Translation Through the Lens of Annotators (Dis)agreementCode0
JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows—0
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