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Uncertainty Quantification

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TitleStatusHype
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification—0
Barrier Certificates for Unknown Systems with Latent States and Polynomial Dynamics using Bayesian Inference—0
Multi-fidelity Parameter Estimation Using Conditional Diffusion Models—0
Beyond Non-Expert Demonstrations: Outcome-Driven Action Constraint for Offline Reinforcement Learning—0
Inverted Gaussian Process Optimization for Nonparametric Koopman Operator Discovery—0
Stochastic Model Predictive Control of Charging Energy Hubs with Conformal Prediction—0
New Statistical Framework for Extreme Error Probability in High-Stakes Domains for Reliable Machine Learning—0
Bayesian Predictive Coding—0
Conformal uncertainty quantification to evaluate predictive fairness of foundation AI model for skin lesion classes across patient demographics—0
POINT^2: A Polymer Informatics Training and Testing DatabaseCode1
UP-dROM : Uncertainty-Aware and Parametrised dynamic Reduced-Order Model, application to unsteady flows—0
Multi-stage model predictive control for slug flow crystallizers using uncertainty-aware surrogate models—0
Generative Latent Neural PDE Solver using Flow Matching—0
Efficient Epistemic Uncertainty Estimation in Cerebrovascular Segmentation—0
Robustness quantification: a new method for assessing the reliability of the predictions of a classifier—0
EquiNO: A Physics-Informed Neural Operator for Multiscale SimulationsCode0
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting—0
Continual learning via probabilistic exchangeable sequence modelling—0
Physics-Informed Neural Networks with Unknown Partial Differential Equations: an Application in Multivariate Time Series—0
LLM-based Agent Simulation for Maternal Health Interventions: Uncertainty Estimation and Decision-focused EvaluationCode0
Hyperdimensional Uncertainty Quantification for Multimodal Uncertainty Fusion in Autonomous Vehicles Perception—0
Coverage-Guaranteed Speech Emotion Recognition via Calibrated Uncertainty-Adaptive Prediction Sets—0
Language Model Uncertainty Quantification with Attention ChainCode1
Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems—0
Self-Reported Confidence of Large Language Models in Gastroenterology: Analysis of Commercial, Open-Source, and Quantized Models—0
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