🎲 Uncertainty - tfriedel · Scour

Conformal Prediction for Neural Operators: Distribution-Free Uncertainty Quantification in Physics Simulation

📊OOD Detection Academic

Autonomous AI screening flags unreliable Lyme test results, boosting sensitivity to 95.7%

Uncertainty-aware AI and lensfree holography enable reliable automated HER2 assessment for breast cancer diagnostics

👁️Computer Vision

medicalxpress.com·

Gradient-informed Hamiltonian Monte Carlo for multicomponent CALPHAD model optimization and uncertainty quantification

🔌MCP Academic

sciencedirect.com·

Prediction variability in physiologically based pharmacokinetic modeling of tissue disposition under deep uncertainty

📊OOD Detection Academic

Calibration Drift Under Reasoning: How Chain-of-Thought Budgets Induce Overconfidence in Large Language Models

✍️Prompt Engineering Academic

International Workshop on Risk and Insurance, 서울, June 2026

📊OOD Detection

freakonometrics.hypotheses.org·

Can we trust our models? Epistemic calibration in second-order classification

📊OOD Detection Academic

Modelling magnetic material properties with uncertainty-aware neural networks

📊OOD Detection Academic

Enhanced localized conformal prediction with imperfect auxiliary information

🧠LLMs Academic

Mahalanobis-Guided Latent OOD Detection for Hybrid ES-DRL Control in Time-Varying Systems

📊OOD Detection Academic

Step-specific activation energies in hydrogen direct reduction of iron ore are identifiable from conversion data via Bayesian inference

📝Active Learning Academic

sciencedirect.com·

Conformal Prediction for Dyadic Regression Under Complex Missingness

🧠LLMs Academic

Analyzing the geometric dependence of thermoelastic Q -factor in micro hemispherical resonators via a data-augmented CNN-transformer model

🧠LLMs Academic

Structure-Preserving Neural Surrogates with Tractable Uncertainty Quantification

⚙️MLOps Academic

Operator learning for the 2D incompressible Navier-Stokes equations: a conformal prediction approach in the data-scarce regime

🛰️Geospatial AI Academic

What Uncertainties Do We Need for Dynamical Systems?

📊OOD Detection Academic

Principled Uncertainty in Clinical AI: End-to-End Bayesian Modelling and Algorithmic Equity Auditing Across Multimodal Patient Data

📊OOD Detection Academic

Beyond Point Estimates: Benchmarking Uncertainty Quantification Methods on the AION-1 Astronomical Foundation Model

⚙️MLOps Academic

The Confidence Trap: Calibration Attacks for Graph Neural Networks

🏷️Label Noise Academic

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