AI-Powered Project Aims to Untangle How Wildfire Smoke Reshapes Marine Clouds
A $1 million NSF-funded Washington University team will use physics-informed generative AI and causal statistics to isolate how wildfire-smoke aerosols ...
Tag: uncertainty quantification
AI Map of Australia’s Nickel Belt Tells Explorers When to Trust Itself
Researchers combined positive-unlabeled learning, spatial block cross-validation, bootstrap uncertainty, and conformal calibration to produce a confidence-aware nickel prospectivity map of ...
AI Ensemble Maps Where Licorice Can Survive a Warming Century
An ensemble machine learning study combining six algorithms and four CMIP6 climate models projects that licorice habitat in Iran will ...
AI Learns to Read a Jet Engine’s Remaining Lifespan Through Noise and Uncertainty
Researchers have developed a physics-informed, uncertainty-aware graph neural network that predicts jet engine remaining useful life with record robustness under ...
Stop trusting single accuracy scores: why ML models need distributional evaluation
A large-scale study argues that machine learning performance should be reported as distributions with confidence intervals on quantiles rather than ...
Virginia Tech leads $9.26 million NIH push to model hormones and women’s health
Virginia Tech will lead a $9.26 million NIH-funded, multi-institutional project using mathematical modeling, machine learning, and uncertainty quantification to predict ...
Prediction Set Size Doubles as a Free Early-Warning System for Corrupted Machine Learning Data
Researchers show that conformal prediction set sizes and miscoverage changes can distinguish label noise from covariate shift in deployed classifiers ...
AI Learns to Design Tiny Chips That Fish Cancer Cells Out of Blood
Researchers used Bayesian optimization with Gaussian process surrogate modeling to design microfluidic deterministic lateral displacement chips that separate circulating tumor ...
Stromboli’s Deadly Fireworks Mapped: 150 Years of Volcanic Bomb Data Reveal Where the Rocks Fall
A new study of 67 explosive events over 150 years at Stromboli quantifies the distances, directions, and areas affected by ...
New Climate Emulator Delivers Fast, Probabilistic Regional Warming Projections
Researchers have developed MESMER-RCM, a probabilistic emulator that generates large ensembles of plausible regional climate model outputs at a fraction ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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