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

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

Uncertainty-Aware Global-View Reconstruction for Multi-View Multi-Label Feature Selection AAAI 2025

Uncertainty-Aware Contrastive Decoding ACL 2025

Uncertainty-aware Knowledge Tracing AAAI 2025

MALTO at SemEval-2025 Task 3: Detecting Hallucinations in LLMs via Uncertainty Quantification and Larger Model Validation ACL 2025

Are You Sure You’re Positive? Consolidating Chain-of-Thought Agents with Uncertainty Quantification for Aspect-Category Sentiment Analysis ACL 2025

Epistemic Bellman Operators AAAI 2025

Modeling Uncertainty in Composed Image Retrieval via Probabilistic Embeddings ACL 2025

DeFine: Decision-Making with Analogical Reasoning over Factor Profiles ACL 2025

DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation AAAI 2025

CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025

The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs JMLR 2025

Mining the uncertainty patterns of humans and models in the annotation of moral foundations and human values ACL 2025

Are you sure? Measuring models bias in content moderation through uncertainty EMNLP 2025

Token-Level Density-Based Uncertainty Quantification Methods for Eliciting Truthfulness of Large Language Models NAACL 2025

KernelMatmul: Scaling Gaussian Processes to Large Time Series AAAI 2025

GauSS-MI: Gaussian Splatting Shannon Mutual Information for Active 3D Reconstruction RSS 2025

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

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

Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization JMLR 2025

Conformity in Large Language Models ACL 2025

Do not Abstain! Identify and Solve the Uncertainty ACL 2025

SConU: Selective Conformal Uncertainty in Large Language Models ACL 2025

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

Bayesian Score Calibration for Approximate Models JMLR 2025