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Uncertainty Quantification

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TitleStatusHype
From PINNs to PIKANs: Recent Advances in Physics-Informed Machine Learning—0
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information—0
Transfer Learning on Multi-Dimensional Data: A Novel Approach to Neural Network-Based Surrogate Modeling—0
Cocoon: Robust Multi-Modal Perception with Uncertainty-Aware Sensor Fusion—0
LLM Confidence Evaluation Measures in Zero-Shot CSS Classification—0
System-Level Analysis of Module Uncertainty Quantification in the Autonomy Pipeline—0
Black-box Uncertainty Quantification Method for LLM-as-a-Judge—0
Statistical Inference in Tensor Completion: Optimal Uncertainty Quantification and Statistical-to-Computational Gaps—0
SGUQ: Staged Graph Convolution Neural Network for Alzheimer's Disease Diagnosis using Multi-Omics DataCode0
Data-Driven Uncertainty-Aware Forecasting of Sea Ice Conditions in the Gulf of Ob Based on Satellite Radar Imagery—0
Inductive Conformal Prediction under Data Scarcity: Exploring the Impacts of Nonconformity Measures—0
Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning—0
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback—0
MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting—0
Calibrated Computation-Aware Gaussian ProcessesCode0
Uncertainty-Aware Optimal Treatment Selection for Clinical Time Series—0
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective—0
Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs—0
KACQ-DCNN: Uncertainty-Aware Interpretable Kolmogorov-Arnold Classical-Quantum Dual-Channel Neural Network for Heart Disease Detection—0
Conformal Prediction: A Data Perspective—0
Regression Conformal Prediction under BiasCode0
PH-Dropout: Practical Epistemic Uncertainty Quantification for View SynthesisCode0
Online scalable Gaussian processes with conformal prediction for guaranteed coverage—0
Learning-Based Shielding for Safe Autonomy under Unknown Dynamics—0
Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning—0
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