SINGLE-MODEL UNCERTAINTY QUANTIFICATION IN NEURAL NETWORK POTENTIALS DOES NOT CONSISTENTLY OUTPERFORM MODEL ENSEMBLES

Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles

Abstract Neural networks (NNs) often assign high confidence to their predictions, even for points far out of distribution, making uncertainty quantification (UQ) a turbosound ts-18sw700/8a challenge.When they are employed to model interatomic potentials in materials systems, this problem leads to unphysical structures that disrupt simulations, or t

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Semi-Supervised Blade Icing Detection Method Based on Tri-XGBoost

Blade icing caused by low-temperature environments results in the degradation of wind turbine power performance.As there is no obvious here influence on the performance of wind turbines in the early stage of blade icing, it is difficult to detect the early icing state, so there will be inaccurate labels in the process of data collection.To address

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Technical note: Rapid phase identification of apatite and zircon grains for geochronology using X-ray micro-computed tomography

Apatite and zircon are among the best-studied and most widely used accessory minerals for geochronology and read more thermochronology.Given that apatite and zircon are often present in the same lithologies, distinguishing the two phases in crushed mineral separates is a common task for geochronology, thermochronology, and petrochronology studies.H

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Rising role of prescription drugs as a portal to injection drug use and associated mortality in Baltimore, Maryland.

IntroductionPrescription drug abuse is a major public health problem in rural and suburban areas of the United States, however its emergence in large urban settings with endemic injection drug use remains understudied.We examined temporal trends in injection drug use initiation and mortality among people who inject drugs (PWID) in Baltimore, Maryla

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GENDER BASED CEPHALOMETRIC EVALUATION OF POSITION OF HYOID BONE IN DIFFERENT SKELETAL MALOCCLUSION AMONG PATIENTS REPORTIN AT SANDEMAN PROVINCIL HOSPITAL (SPH) QUETTA

Objective: To compare the position of hyoid bone in different skeletal malocclusions in ut solution gel for cats both genders from records of patients of orthodontic department, Sandeman Provincial Hospital Quetta.Study Design: cross sectional study.Place and Duration of Study: Department of Orthodontics dental section Sandeman Provincial Hospital

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