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200 records · all checked

Model family

Probabilistic graphical model

A model of how many variables depend on one another, written as a graph of conditional dependencies — Markov random fields, Bayesian networks, maximum-entropy (Potts) models.

10articles
5Structural biology
3Materials & chemistry
2Astronomy

aix-00217

Reconstructing the early universe's density field with a smoothed map of cosmic structure

structure determination

astronomy · ai-result · Astronomy and Astrophysics · 2026

aix-00139

Robot laser-heats thin films while software picks each next heating condition

experimental designclassificationproperty prediction

materials-chemistry · ai-result · arXiv · 2026

aix-00054

Bayesian program merges X-ray diffraction data from three experiment types in one step

denoising

structural-biology · ai-result · Nature Communications · 2022

aix-00050

Machine learning tool flags protein helices likely to bind DNA or RNA

classification

structural-biology · ai-result · Journal of Chemical Information and Modeling · 2025

aix-00049

Eight machine learning methods sorted supernova gravitational wave signals by nuclear physics model

classification

astronomy · ai-result · Machine Learning Science and Technology · 2024

aix-00033

Neural network built from physics equations extracts solder deformation coefficients

property prediction

materials-chemistry · ai-result · Materials · 2023

aix-00024

Machine learning picked which engineered enzymes to build for fatty alcohol production

property predictionclassificationexperimental design

structural-biology · ai-result · Nature Communications · 2021

aix-00022

Software works out protein shapes from electron microscope images using statistics

structure determination

structural-biology · ai-result · Journal of Structural Biology · 2012

aix-00011

A learning algorithm ran a synchrotron beamline to find a phase-change material

experimental designproperty predictionclassification

materials-chemistry · ai-result · Nature Communications · 2020

aix-00006

Protein shapes computed from patterns of change across families of related sequences

structure determination

structural-biology · ai-result · PLoS ONE · 2011