~/aixsci
200 records · all checked

Model family

Clustering

Unsupervised grouping, including dimensionality reduction for it.

22articles
5Structural biology
9Materials & chemistry
8Astronomy

aix-00206

Neural network designs five hard metallic glasses, all confirmed by experiment

property predictioncandidate generationsimulation surrogate

materials-chemistry · ai-result · Nature Communications · 2026

aix-00204

Neural networks stand in for a slow model of interstellar gas clouds

simulation surrogateanomaly detection

astronomy · ai-result · Astronomy and Astrophysics · 2023

aix-00139

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

experimental designclassificationproperty prediction

materials-chemistry · ai-result · arXiv · 2026

aix-00136

Diffusion model generates synthetic images of the Sun sorted by flare strength

candidate generationclassification

astronomy · ai-result · arXiv · 2024

aix-00176

Neural network potentials trained by repeatedly checking where models disagree on hydrogen sticking to copper

simulation surrogateexperimental design

materials-chemistry · ai-result · The Journal of Physical Chemistry C · 2023

aix-00178

Machine learning picked catalyst recipes for a loop of 44 lab cycles

property predictionexperimental design

materials-chemistry · ai-result · Nature Communications · 2023

aix-00135

Clustering algorithm sorts cluster stars from background stars in thirteen open clusters

classification

astronomy · ai-result · arXiv · 2024

aix-00186

Language model trained on protein sequences predicts shape and stability of disordered proteins

property predictionsimulation surrogate

structural-biology · ai-result · The Journal of Physical Chemistry B · 2024

aix-00190

A transformer model segments cryo-electron tomograms from three viewing directions at once

segmentationdetection

structural-biology · ai-result · Knowledge-Based Systems · 2025

aix-00129

Neural networks sort supernovae and estimate their distances from brightness alone

classificationproperty predictiondenoising

astronomy · ai-result · arXiv · 2024

aix-00121

Machine learning sorts mitochondrial proteins into three compartments from sequence alone

classification

structural-biology · ai-result · Journal of Environmental and Public Health · 2022

aix-00106

Volunteer labels train a model to find asteroid trails in Hubble archive images

detectionclassification

astronomy · ai-result · Astronomy and Astrophysics · 2022

aix-00082

Neural networks turn simulated cluster mass maps into X-ray and SZ images

simulation surrogate

astronomy · ai-result · RAS Techniques and Instruments · 2025

aix-00080

Machine learning sifts three-colour infrared survey data for cold brown dwarfs

classificationproperty prediction

astronomy · ai-result · arXiv · 2024

aix-00068

Machine learning predicts marine steel corrosion from seawater conditions and alloy make-up

property predictioncandidate generation

materials-chemistry · ai-result · Materials · 2025

aix-00040

Statistical model of 5,441 perovskite solar cells predicts efficiency and suggests recipes

property predictioncandidate generationexperimental design

materials-chemistry · ai-result · Journal of Chemical Information and Modeling · 2026

aix-00034

Kepler planets sorted by host star's Galactic orbit show differing eccentricities

classification

astronomy · ai-result · The Astronomical Journal · 2026

aix-00027

Neural networks read infrared spectra to work out how CO sits on platinum

structure determinationsimulation surrogate

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

aix-00025

Machine learning picks a new metal mixture, which casting and X-rays confirm

classification

materials-chemistry · ai-result · Scientific Reports · 2023

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-00002

Deep learning turns raw NMR spectra into protein structures without human intervention

detectionproperty predictionstructure determination

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

aix-00001

Researchers measure folding stability for hundreds of thousands of protein variants

structure determinationcandidate generationproperty predictionclassification

structural-biology · ai-supporting · Nature · 2023