Uncertainty

uncertainty quantification, epistemic uncertainty, calibration, conformal prediction

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Scoured 72 posts in 5.2 ms

Spatial Model Selection and Uncertainty Quantification: Comparing Continuous and Discrete Wound Healing Models

 🛰️Geospatial AI  Content type: Academic
arxiv.org·

Conformal Risk-Averse Decision Making with Action Conditional Guarantee

 🏷️Label Noise  Content type: Academic
arxiv.org·

Inference-Time Conformal Reasoning with Valid Factuality Control for Large Language Models

 🧠LLMs  Content type: Academic
arxiv.org·

Dual Feature Decoupling for Fine-Grained OOD Detection

 📊OOD Detection  Content type: Academic
arxiv.org·

Predicting Current Outcomes From Historical Survey Data With Weighted Conformal Prediction

 📊OOD Detection  Content type: Academic
arxiv.org·

Profile Bayesian Optimization for Expensive Computer Experiments

 ⚙️MLOps  Content type: Academic
arxiv.org·

Improving PET/CT-Based Whole-Body Lesion Segmentation Using Prediction Uncertainty-Augmented Models

 📊OOD Detection  Content type: Academic
arxiv.org·

Are you sure? A Comprehensive and Comprehensible Survey of Uncertainty Quantification in Symbolic Regression

 ⚙️MLOps  Content type: Academic
arxiv.org·

Online Shift Detection and Conformal Adaptation for Deployed Safety Classifiers

 📊OOD Detection  Content type: Academic
arxiv.org·

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

 📊OOD Detection  Content type: Academic
arxiv.org·

How Low Can You Go? Active Learning for Sparse Model Discovery in the Ultra-Low-Data Limit

 📊OOD Detection  Content type: Academic
arxiv.org·

MAAM: Anchor-Preserving Compression and Contextual Calibration for Chinese Discriminatory Language Detection

 ✍️Prompt Engineering  Content type: Academic
arxiv.org·

GP-Adapter: Gaussian Process CLIP-Adapter for Few-Shot Out-of-Distribution Detection

 🖼️Multimodal AI  Content type: Academic
arxiv.org·

Data augmented bootstrap: Unifying confidence interval construction by approximate invariance

 📊OOD Detection  Content type: Academic
arxiv.org·

Remember with Confidence: Uncertainty Quantification for Spatio-temporal Memory with Probabilistic Guarantees

 🖼️Multimodal AI  Content type: Academic
arxiv.org·

UNIQ: Conformal Calibration for Adaptive Conservatism in Offline Reinforcement Learning

 🔌MCP  Content type: Academic
arxiv.org·

Architecture-Adaptive Uncertainty Fusion for Deepfake Detection

 🏷️Label Noise  Content type: Academic
arxiv.org·

Conformal Risk Prediction for Non-Alcoholic Fatty Liver Disease Using Gradient Boosting with Distribution-Free Coverages

 ⚙️MLOps  Content type: Academic
arxiv.org·

Generalized TV--$\ell_p$ Structured Priors for Bayesian $T_1$ Mapping

 🛰️Geospatial AI  Content type: Academic
arxiv.org·

ReflectiChain: Epistemic Grounding in LLM-Driven World Models for Supply Chain Resilience

 📊OOD Detection  Content type: Academic
arxiv.org·

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