Why is "Uncertainty quantification" trending?

Search Interest Perspective

• Jornada: "Machine learning to help with inference in the physical sciences: parameter estimation, uncertainty quantification and emulation" - UB - Universitat de Barcelona
• Uncertainty quantification-based DMEFNet for reliable modelling of heart sound signals - Nature
• Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models - The Association for the Advancement of Artificial Intelligence
• Uncertainty Quantification in Chest Deflection Prediction Using a Bayesian Neural Network Based on Frontal Impact Test Results - Springer Nature Link
• From Prediction to Confidence: Post-processing Uncertainty Quantification for HAB Forecasting - springerprofessional.de
• Speeding up uncertainty quantification for aerospace applications - Aerospace America
• Faculty spotlight / Newcomer Gnettner working on statistical uncertainty quantification - South Dakota State University
• Automated HER2 Scoring with Uncertainty Quantification Using Lensfree Holography and Deep Learning - Science Partner Journals
• Uncertainty Quantification using Clustering-based Quantile Regression Forests: With an Application to Improving Geothermal Heat Flow Predictions - Oxford Academic
• An interpretable Bayesian framework for Alzheimer's disease prediction with uncertainty quantification - National Institutes of Health (NIH) | (.gov)
• Uncertainty Toolbox: A Software Toolbox for Quantifying Uncertainty and More - Department of Energy (.gov)
• A multi-fidelity tabular prior-data fitted network model for accurate prediction and uncertainty quantification - Nature
• Uncertainty Quantification for Machine Learning: One Size Does Not Fit All - The Association for the Advancement of Artificial Intelligence
• Physics-Informed Multi-Task Learning for Battery State of Health Prediction with Uncertainty Quantification - The Association for the Advancement of Artificial Intelligence
• TrustNet: a lightweight network with integrated uncertainty quantification and quantitative explainable AI for ischemic stroke detection in CT images - Nature
• Uncertainty quantification for connectomics - Nature
• Weight Entropy-Maximised Evidential Metamodel for Uncertainty Quantification (Student Abstract) - The Association for the Advancement of Artificial Intelligence
• An integrated computational framework for uncertainty quantification and rapid qualification of heat treatment for additively manufactured ATI 718Plus alloy - Nature
• Credal Ensemble Distillation for Uncertainty Quantification - The Association for the Advancement of Artificial Intelligence
• Uncertainty quantification enables reliable deep learning for protein–ligand binding affinity prediction | Scientific Reports - Nature
• Accurate remaining useful life prediction and uncertainty quantification for wind turbines using temporal convolutional variational deep Gaussian processes - Nature
• Active3D: Active High-Fidelity 3D Reconstruction via Multi-Level Uncertainty Quantification - The Association for the Advancement of Artificial Intelligence
• Introduction to Deep Evidential Regression for Uncertainty Quantification - Towards Data Science
• Residual bayesian attention networks for uncertainty quantification in regression tasks - Nature
• Multimodal out-of-distribution individual uncertainty quantification enhances binding affinity prediction for polypharmacology - Nature
• Conformal Risk Control for Semantic Uncertainty Quantification in Computed Tomography - The Association for the Advancement of Artificial Intelligence
• Prediction and uncertainty quantification of drought in North Benin - Cambridge University Press & Assessment
• Bayesian deep reinforcement learning for uncertainty quantification and adaptive support optimization in deep foundation pit engineering - Nature
• Physics-Informed Emulation of Systemic Circulation for Fast Parameter Estimation and Uncertainty Quantification - Wiley Online Library
• Uncertainty Quantification of Analytical Solutions for the Nonlinear Space and Time Fractional Order - Wiley Online Library
• GFOI R&D Exchange: Uncertainty quantification and reporting in forest monitoring - Food and Agriculture Organization
• Carbon emission optimization and uncertainty quantification in multi-scenario water–land transport - Frontiers
• Achieving near-net-zero energy in hot climates through synergistic retrofit interventions and uncertainty quantification - Nature
• Advanced fault diagnosis in milling cutting tools using vision transformers with semi-supervised learning and uncertainty quantification - Nature
• Quantifying uncertainty to produce more useful solar generation forecasts - pv magazine USA
• Goal 8 SAWADA Yohei PM Progress Report : [A-2] Uncertainty quantification for meteorological control｜Moonshot R&D - jst.go.jp
• Machine learning for modeling intergranular stress corrosion cracking of stainless steels in light water reactors with uncertainty quantification and explainability - Nature
• Development of a Projection-Based Advanced Deterministic Uncertainty Analysis in Low Dimensions - Wiley Online Library
• AI, uncertainty and fusion - Nuclear Engineering International
• Efficient and Effective Uncertainty Quantification in LLMs - Apple Machine Learning Research
• Key Concepts in AI Safety: Reliable Uncertainty Quantification in Machine Learning - CSET | Center for Security and Emerging Technology
• Uncertainty quantification for misspecified machine learned interatomic potentials - Nature
• Personalized uncertainty quantification in artificial intelligence - Nature
• Uncertainty quantification with graph neural networks for efficient molecular design - Nature
• Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles - Nature
• Posterior Uncertainty Quantification in Neural Networks using Data Augmentation - Apple Machine Learning Research
• Post-hoc Uncertainty Learning Using a Dirichlet Meta-Model - The Association for the Advancement of Artificial Intelligence
• Uncertainty quantification in multivariable regression for material property prediction with Bayesian neural networks - Nature
• Application of simultaneous uncertainty quantification and segmentation for oropharyngeal cancer use-case with Bayesian deep learning | Communications Medicine - Nature
• AmnioML: Amniotic Fluid Segmentation and Volume Prediction with Uncertainty Quantification - The Association for the Advancement of Artificial Intelligence
• Uncertainty Quantification for Forward and Inverse Problems of PDEs via Latent Global Evolution - The Association for the Advancement of Artificial Intelligence
• Bringing uncertainty quantification to the extreme-edge with memristor-based Bayesian neural networks - Nature
• Uncertainty Quantification for Machine Learning-Based Ionosphere and Space Weather Forecasting: Ensemble, Bayesian Neural Network, and Quantile Gradient Boosting - AGU Publications
• Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction - Nature
• CUQDS: Conformal Uncertainty Quantification Under Distribution Shift for Trajectory Prediction - The Association for the Advancement of Artificial Intelligence
• Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear Model | Proceedings of the AAAI Conference on Artificial Intelligence - The Association for the Advancement of Artificial Intelligence
• Geothermal Heat Flow Mapping of Germany Integrating Multi-Geophysical and Geological Constraints With Uncertainty Quantification - AGU Publications
• Uncertainpy: A Python Toolbox for Uncertainty Quantification and Sensitivity Analysis in Computational Neuroscience - Frontiers
• IBM’s Uncertainty Quantification 360 toolkit boosts trust in AI - IBM Research
• Reliable Uncertainty Quantification in Machine Learning via Conformal Prediction - The Association for the Advancement of Artificial Intelligence
• Uncertainty Quantification of a Machine Learning Subgrid-Scale Parameterization for Atmospheric Gravity Waves - AGU Publications
• Electronic structure prediction of multi-million atom systems through uncertainty quantification enabled transfer learning - Nature
• Uncertainty quantification via a memristor Bayesian deep neural network for risk-sensitive reinforcement learning - Nature
• Uncertainty quantification in the radiogenomics modeling of EGFR amplification in glioblastoma | Scientific Reports - Nature
• Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction - The Association for the Advancement of Artificial Intelligence
• Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis | Proceedings of the AAAI Conference on Artificial Intelligence - The Association for the Advancement of Artificial Intelligence
• 3D multi-physics uncertainty quantification using physics-based machine learning | Scientific Reports - Nature
• Radiation image reconstruction and uncertainty quantification using a Gaussian process prior - Nature
• Uncertainty quantification for Bayesian active learning in rupture life prediction of ferritic steels | Scientific Reports - Nature
• Introducing Fortuna: A library for uncertainty quantification - Amazon Web Services (AWS)
• A universal similarity based approach for predictive uncertainty quantification in materials science - Nature
• AI enhances molecular design with uncertainty quantification - Phys.org
• Calibration after bootstrap for accurate uncertainty quantification in regression models - Nature
• Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework | Proceedings of the AAAI Conference on Artificial Intelligence - The Association for the Advancement of Artificial Intelligence
• Statistical uncertainty quantification to augment clinical decision support: a first implementation in sleep medicine - Nature
• Automated optimization and uncertainty quantification of convergence parameters in plane wave density functional theory calculations | npj Computational Materials - Nature
• Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression - The Association for the Advancement of Artificial Intelligence
• Uncertainty Quantification in Machine Learning with an Easy Python Interface - Towards Data Science
• Uncertainty Quantification for Data-Driven Change-Point Learning via Cross-Validation - The Association for the Advancement of Artificial Intelligence
• AI ML Uncertainty Quantification - anl.gov
• HIGHER-ORDER APPROXIMATION FOR UNCERTAINTY QUANTIFICATION IN TIME-SERIES ANALYSIS - Cambridge University Press & Assessment
• Uncertainty quantification of granular computing-neural network model for prediction of pollutant longitudinal dispersion coefficient in aquatic streams - Nature
• Bayesian deep-learning structured illumination microscopy enables reliable super-resolution imaging with uncertainty quantification - Nature
• NVIDIA Research: Fast Uncertainty Quantification for Deep Object Pose Estimation | NVIDIA Technical Blog - NVIDIA Developer
• Uncertainty Quantification of Michaelis–Menten Kinetic Rates and Its Application to the Analysis of CRISPR-Based Diagnostics - Wiley Online Library
• Editorial: Uncertainty quantification and model validation in space weather modeling - Frontiers
• Uncertainty Quantification When Learning Dynamical Models and Solvers With Variational Methods - AGU Publications
• Uncertainty quantification for basin-scale geothermal conduction models - Nature
• Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging | Proceedings of the AAAI Conference on Artificial Intelligence - The Association for the Advancement of Artificial Intelligence
• Application Tests for Realisation of Inverse Uncertainty quantification and validation Methodologies in thermal-hydraulics (ATRIUM) - Nuclear Energy Agency (NEA)
• Uncertainty Quantification in Geochemical Mapping: A Review and Recommendations - AGU Publications
• Uncertainty Quantification and Why You Should Care - Towards Data Science
• Scalable crystal structure relaxation using an iteration-free deep generative model with uncertainty quantification - Nature
• British Journal of Psychology | Wiley Online Library - Wiley & Sons
• Uncertainty quantification techniques for data-driven space weather modeling: thermospheric density application - Nature
• Counterfactual Uncertainty Quantification of Factual Estimand of Efficacy From Before-and-After Treatment Repeated Measures Randomized Controlled Trials - Wiley Online Library
• Inferring Surface NO2 Over Western Europe: A Machine Learning Approach With Uncertainty Quantification - AGU Publications
• Improved multi-objective decision-making in manufacturing processes through uncertainty quantification and robust pareto front modelling - Nature
• Uncertainty Quantification in Time Series Forecasting - Towards Data Science
• Bayesian uncertainty quantification of modal parameters and RRF identification of transmission towers with limited measured vibration data - ScienceDirect.com