uncertainty quantification

1365 papers

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Also known as

UQ

Co-occurring keywords

uncertainty estimation (639) bayesian inference (1904) large language model (12755) conformal prediction (208) gaussian process (1198) variational inference (2069) out-of-distribution detection (611) epistemic uncertainty (156) neural network (6616) bayesian neural network (201)

Papers

You Only Query Twice: Multimodal Rumor Detection via Evidential Evaluation from Dual Perspectives COLING 2025

Image-Level Regression for Uncertainty-Aware Retinal Image Segmentation WACV 2025

Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach WACV 2025

C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory Prediction AAAI 2025

Uncertainty-Aware Iterative Preference Optimization for Enhanced LLM Reasoning ACL 2025

DiL: An Explainable and Practical Metric for Abnormal Uncertainty in Object Detection WACV 2025

On Consistent Bayesian Inference from Synthetic Data JMLR 2025

Modeling Uncertainty in Composed Image Retrieval via Probabilistic Embeddings ACL 2025

Monte Carlo Temperature: a robust sampling strategy for LLM’s uncertainty quantification methods NAACL 2025

Bayesian Low-Rank Learning (Bella): A Practical Approach to Bayesian Neural Networks AAAI 2025

FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection ICCV 2025

SPA: Efficient User-Preference Alignment against Uncertainty in Medical Image Segmentation ICCV 2025

Learning Normal Flow Directly From Events ICCV 2025

Deterministic Object Pose Confidence Region Estimation ICCV 2025

Underwater Visual SLAM with Depth Uncertainty and Medium Modeling ICCV 2025

Multi-view Evidential Learning-based Medical Image Segmentation AAAI 2025

MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty NAACL 2025

Trusted Unified Feature-Neighborhood Dynamics for Multi-View Classification AAAI 2025

Do not Abstain! Identify and Solve the Uncertainty ACL 2025

SConU: Selective Conformal Uncertainty in Large Language Models ACL 2025

Uncertainty Quantification for Clinical Outcome Predictions with (Large) Language Models NAACL 2025

A Trusted Lesion-assessment Network for Interpretable Diagnosis of Coronary Artery Disease in Coronary CT Angiography AAAI 2025

RPMIL: Rethinking Uncertainty-Aware Probabilistic Multiple Instance Learning for Whole Slide Pathology Diagnosis IJCAI 2025

Learning Generalized Residual Exchange-Correlation-Uncertain Functional for Density Functional Theory AAAI 2025

Representations of Fact, Fiction and Forecast in Large Language Models: Epistemics and Attitudes ACL 2025