~/aixsci
200 records · all checked

Model family

Autoencoder

Encoder/decoder trained to reconstruct its input.

12articles
1Structural biology
2Materials & chemistry
9Astronomy

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-00136

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

candidate generationclassification

astronomy · ai-result · arXiv · 2024

aix-00132

Five codes measured galaxy shapes in simulated Euclid images, one using neural networks

property predictionsimulation surrogate

astronomy · ai-supporting · Astronomy and Astrophysics · 2022

aix-00123

Neural networks swap places with black hole image simulations, both directions

simulation surrogateproperty prediction

astronomy · ai-result · arXiv · 2023

aix-00111

Zero-padding lets one neural network encode crystals with differing element counts

candidate generationproperty prediction

materials-chemistry · ai-result · arXiv · 2026

aix-00093

Neural network predicts gas pressure in galaxy clusters from dark matter alone

simulation surrogate

astronomy · ai-result · arXiv · 2022

aix-00084

Neural networks read simulated galaxy cluster catalogues to estimate cosmological parameters

property prediction

astronomy · ai-result · arXiv · 2026

aix-00083

A compact neural network learns to generate shape-shifting protein structures

candidate generationsimulation surrogate

structural-biology · ai-result · Briefings in Bioinformatics · 2023

aix-00076

Neural network strips mains-power hum from LIGO data in about a second

denoising

astronomy · ai-result · arXiv · 2023

aix-00045

Neural network reads simulated quasar light curves to estimate black hole properties

property predictiondenoising

astronomy · ai-result · The Astrophysical Journal · 2024

aix-00042

Two unsupervised methods compress fast radio burst spectra into a handful of numbers

denoisinganomaly detection

astronomy · ai-result · arXiv · 2024

aix-00039

Machine learning predicts whether a dying massive star explodes, from its density profile

classification

astronomy · ai-result · The Astrophysical Journal Letters · 2022