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Uncertainty Quantification

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TitleStatusHype
An asymptotic analysis of distributed nonparametric methods—0
Exact Gaussian Processes for Massive Datasets via Non-Stationary Sparsity-Discovering Kernels—0
Adaptive Uncertainty Quantification for Scenario-based Control Using Meta-learning of Bayesian Neural Networks—0
Functional SDE approximation inspired by a deep operator network architecture—0
Data-Informed Decomposition for Localized Uncertainty Quantification of Dynamical Systems—0
Experts Don't Cheat: Learning What You Don't Know By Predicting Pairs—0
Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning—0
Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors—0
Explainable AI (XAI) for PHM of Industrial Asset: A State-of-The-Art, PRISMA-Compliant Systematic Review—0
Bayesian Federated Learning for Continual Training—0
Clarifying Trust of Materials Property Predictions using Neural Networks with Distribution-Specific Uncertainty Quantification—0
Harnessing On-Machine Metrology Data for Prints with a Surrogate Model for Laser Powder Directed Energy Deposition—0
Exponential Convergence of CAVI for Bayesian PCA—0
Data-driven Uncertainty Quantification in Computational Human Head Models—0
Bayesian Vector AutoRegression with Factorised Granger-Causal Graphs—0
Extending classical surrogate modelling to high-dimensions through supervised dimensionality reduction: a data-driven approach—0
Extending the Scope of Inference About Predictive Ability to Machine Learning Methods—0
Analytic Mutual Information in Bayesian Neural Networks—0
Extracting Dynamical Models from Data—0
Data-Driven Uncertainty-Aware Forecasting of Sea Ice Conditions in the Gulf of Ob Based on Satellite Radar Imagery—0
Data-Driven Surrogate Modeling Techniques to Predict the Effective Contact Area of Rough Surface Contact Problems—0
Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification—0
CoCoAFusE: Beyond Mixtures of Experts via Model Fusion—0
Cocoon: Robust Multi-Modal Perception with Uncertainty-Aware Sensor Fusion—0
Bayesian Exploration of Pre-trained Models for Low-shot Image Classification—0
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