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200 records · all checked

Articles

All 200 articles

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-00218

Sparse regression fits crystal force constants to model heat flow and vibrations

property prediction

materials-chemistry · ai-result · npj Computational Materials · 2026

aix-00219

Neural network supplies the sideways flows needed to measure the quiet Sun's magnetic energy

property prediction

astronomy · ai-result · arXiv · 2023

aix-00220

Neural network predicts how titanium alloy grains round off during annealing

property prediction

materials-chemistry · ai-result · Materials · 2023

aix-00221

Neural network measures rotation periods for Kepler's main-sequence stars

property prediction

astronomy · ai-result · arXiv · 2026

aix-00222

Neural networks trained on molecule pairs predict light absorption in stacks of fifty

property predictionsimulation surrogate

materials-chemistry · ai-result · The Journal of Physical Chemistry Letters · 2025

aix-00223

Neural networks weigh cluster X-ray maps to estimate galaxy cluster masses

property prediction

astronomy · ai-result · Monthly Notices of the Royal Astronomical Society · 2023

aix-00227

Machine learning sifts a million candidate moving objects to find 258 new cool stars

classification

astronomy · ai-result · Astronomy and Astrophysics · 2025

aix-00235

Random forest sorts 130 million Magellanic Cloud sources into ten classes

classification

astronomy · ai-result · arXiv · 2025

aix-00238

Classifiers label individual TESS brightness readings as planet transits or not

classificationdetectionanomaly detection

astronomy · ai-result · arXiv · 2026

aix-00216

Neural network models simulate how lead titanate loses its electrical polarisation on heating

simulation surrogateproperty prediction

materials-chemistry · ai-result · Physical review. B./Physical review. B · 2025

aix-00215

Neural network ranks gravitational wave triggers in search for neutron star mergers

detection

astronomy · ai-result · Physical review. D/Physical review. D. · 2025

aix-00213

Neural networks predict how much ultrasound energy drives magnesia dissolution

property prediction

materials-chemistry · ai-result · ACS Omega · 2023

aix-00245

Neural network trained on survey data retuned to spot transients for a liquid mirror telescope

classification

astronomy · ai-result

aix-00248

Image classifiers flag a gas kink in a young star's disc, pointing to a planet

classification

astronomy · ai-result · The Astrophysical Journal · 2023

aix-00251

Astronomers map the mass of galaxy cluster Abell 2744 using lensed images

classification

astronomy · ai-supporting · Astronomy and Astrophysics · 2022

aix-00254

Neural networks read a fast radio burst's dispersion straight from its spectrum

property prediction

astronomy · ai-result

aix-00210

Language models suggest ingredients and firing temperatures for inorganic materials recipes

candidate generationproperty prediction

materials-chemistry · ai-result · ACS Applied Materials & Interfaces · 2025

aix-00209

Neural network turns Kaguya camera images into global maps of lunar surface chemistry

property prediction

astronomy · ai-result · Nature Communications · 2023

aix-00208

Neural network predicts atomic charges from bond lists, without atomic coordinates

property prediction

materials-chemistry · ai-result · Journal of Chemical Information and Modeling · 2024

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-00205

Machine learning fitted to flexible molecules predicts oxidation potentials and hydration energies

property prediction

materials-chemistry · ai-result · arXiv · 2025

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-00195

Researchers read an AlphaFold model of honey bee vitellogenin's tail end

structure determination

structural-biology · ai-result · Frontiers in Molecular Biosciences · 2022

aix-00159

Machine learning assigns atomic charges to size up polarisation in bismuth vanadate conductors

property predictionsimulation surrogate

materials-chemistry · ai-supporting · Chemistry of Materials · 2022

aix-00158

Structure predictions place an uncharacterised human protein in the BRICHOS family

structure determinationproperty prediction

structural-biology · ai-result · Bioinformatics Advances · 2022

aix-00157

Microscopy and a trained classifier map which E. coli proteins clump together

classificationproperty prediction

structural-biology · ai-result · Scientific Reports · 2022

aix-00156

Protein language model and two classifiers predict where ATP binds on proteins

classification

structural-biology · ai-result · International Journal of Molecular Sciences · 2026

aix-00155

Neural network predicts crystal density of candidate explosives from molecular structure

property prediction

materials-chemistry · ai-result · Journal of Cheminformatics · 2023

aix-00154

AlphaFold models used to map membrane-crossing segments in human proteins

structure determinationproperty prediction

structural-biology · ai-result · Database · 2023

aix-00153

Neural networks pick amino acid sequences for short peptides in protein binding sites

candidate generation

structural-biology · ai-result · Bioinformatics · 2022

aix-00152

Neural networks trained to find the cutting site on serpin proteins

segmentation

structural-biology · ai-result · Bioinformatics Advances · 2026

aix-00151

Classifier sorts true from false AlphaFold predictions of human protein pairs

structure determinationclassification

structural-biology · ai-result · Molecular Cell · 2025

aix-00150

Deep learning sorts crystal structures for single-molecule magnet behaviour

classificationproperty prediction

materials-chemistry · ai-result · IUCrJ · 2024

aix-00149

AlphaFold2 used to predict the shapes of hepatitis E virus copying proteins

structure determination

structural-biology · ai-result · Viruses · 2022

aix-00147

Testing whether symmetry-aware neural networks can tell apart atomic arrangements in perovskites

property predictionsimulation surrogate

materials-chemistry · ai-result · arXiv · 2024

aix-00160

Neural networks predict how zeolites take up carbon dioxide from structure alone

property predictionsimulation surrogatecandidate generation

materials-chemistry · ai-result · ACS Applied Materials & Interfaces · 2024

aix-00161

Web tool builds and energy-minimises silver, copper oxide and titania nanoparticles

materials-chemistry · ai-supporting · Computational and Structural Biotechnology Journal · 2024

aix-00162

Software splits coiled-coil proteins into short windows for AlphaFold to model

structure determinationclassification

structural-biology · ai-result · Bioinformatics Advances · 2024

aix-00163

Peptides designed by simulation and machine learning sit at condensate surfaces

simulation surrogateproperty predictioncandidate generationexperimental design

structural-biology · ai-result · Nature Communications · 2026

aix-00164

Five structure-prediction models tested on 509 protein–peptide pairs under altered inputs

structure determination

structural-biology · ai-result · Protein Science · 2025

aix-00165

Thin molybdenum disulfide memory cells tested, with reinforcement learning fitting their circuit model

simulation surrogate

materials-chemistry · ai-supporting · Advanced Science · 2025

aix-00166

Neural network assigns protein domains to structural families from sequence alone

classification

structural-biology · ai-result · Bioinformatics · 2023

aix-00167

Neural network scans eleven years of night-sky images for mesospheric wave fronts

detection

astronomy · ai-result · Earth Planets and Space · 2025

aix-00168

Deep learning reads cryo-EM maps alongside AlphaFold3 models to build protein structures

structure determinationdetectionclassification

structural-biology · ai-result

aix-00169

AlphaFold's confidence scores used to predict which disordered protein segments bind LC8

classificationstructure determinationproperty prediction

structural-biology · ai-result · Frontiers in Molecular Biosciences · 2025

aix-00170

Machine learning predicts strength of PLA plastic filled with boron nitride flakes

property prediction

materials-chemistry · ai-supporting · Polymers · 2026

aix-00171

Neural network fills gaps in protein maps from raw diffraction data

structure determination

structural-biology · ai-result · Acta Crystallographica Section D Structural Biology · 2025

aix-00172

Machine learning tested against three definitions of protein shape-shifting

classificationproperty prediction

structural-biology · ai-result · Frontiers in Molecular Biosciences · 2022

aix-00146

Machine learning ranks stable materials by predicted superconducting temperature

property prediction

materials-chemistry · ai-result · arXiv · 2024

aix-00145

Repeating-coil proteins designed from random sequences using AlphaFold2 in an evolution loop

candidate generationstructure determinationclassification

structural-biology · ai-result · Communications Chemistry · 2025

aix-00144

Machine-learned potentials trained to simulate copper ion conductor Cu7PS6 faster

simulation surrogateexperimental design

materials-chemistry · ai-result · arXiv · 2024

aix-00143

Software models of two cancer proteins used to rank mutations by likely effect

structure determinationclassification

structural-biology · ai-result · Cancer Genetics · 2025

aix-00142

Seven machine-learned water models test how density functional choice shapes water's behaviour

simulation surrogate

materials-chemistry · ai-result

aix-00140

Model labels which protein residues are active sites and what job they do

classification

structural-biology · ai-result · Briefings in Bioinformatics · 2025

aix-00139

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

experimental designclassificationproperty prediction

materials-chemistry · ai-result · arXiv · 2026

aix-00138

AI-labelled protein pairs used to test how well function predictors handle unknown proteins

classification

structural-biology · ai-result · Bioinformatics · 2025

aix-00136

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

candidate generationclassification

astronomy · ai-result · arXiv · 2024

aix-00173

Machine learning predicts nanofibre thickness from electrospinning settings, tested against new scaffolds

property prediction

materials-chemistry · ai-result · Frontiers in Bioengineering and Biotechnology · 2026

aix-00174

Simulations probe shape-shifting of opium poppy's reticuline-flipping enzyme using a predicted structure

structure determination

structural-biology · ai-result · Biomolecules · 2023

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-00134

Meta-learning lets a cosmology emulator adapt to new galaxy depth maps quickly

simulation surrogate

astronomy · ai-result · arXiv · 2025

aix-00133

Regression models predict how graphene loading changes aluminium's electron emission

property prediction

materials-chemistry · ai-result · Scientific Reports · 2025

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-00131

Machine-learned potential predicts how chromium sulfide layers rearrange during exfoliation

simulation surrogateproperty prediction

materials-chemistry · ai-result · The Journal of Physical Chemistry C · 2024

aix-00130

Machine-learned potential makes long simulations of CO hydrogenation on rhodium affordable

simulation surrogate

materials-chemistry · ai-result · Journal of Chemical Theory and Computation · 2023

aix-00179

Neural network predicts protein pair binding strength from simplified molecular models

property predictionclassification

structural-biology · ai-result · Nature Communications · 2024

aix-00180

Teaching protein language models to rank mutants from a few dozen lab measurements

property predictionexperimental design

structural-biology · ai-result · Nature Communications · 2024

aix-00181

Protein language model embeddings used to predict succinylation sites in proteins

classification

structural-biology · ai-result · Scientific Reports · 2022

aix-00183

Neural network predicts nanostructure optics to design a two-colour laser collimator

property predictionsimulation surrogate

materials-chemistry · ai-result · Nanophotonics · 2023

aix-00184

Machine learning scores short protein stretches that mark proteins for destruction

classification

structural-biology · ai-result · Briefings in Bioinformatics · 2024

aix-00185

Protein language model trained to spot lactylated lysines in rice proteins

classification

structural-biology · ai-result · Briefings in Bioinformatics · 2025

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-00187

Machine-learned force field used to model two crystal forms of formamide

property predictionsimulation surrogate

materials-chemistry · ai-result · Journal of Chemical Theory and Computation · 2023

aix-00188

Machine learning sorts antibody heavy chains by the germ they target

classification

structural-biology · ai-result · PLoS ONE · 2026

aix-00189

Benchmarking AI tools that predict and design peptides for cell-surface receptors

structure determinationcandidate generation

structural-biology · ai-result · PLoS ONE · 2026

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-00191

Neural network stands in for slow spectral modelling to read 64 stars' chemistry

property predictionsimulation surrogate

astronomy · ai-result · Astronomy and Astrophysics · 2025

aix-00192

Study tests whether AI clean-up of cryo-EM maps harms ligand density

denoising

structural-biology · ai-result · Frontiers in Molecular Biosciences · 2024

aix-00193

Researchers train a machine-learned force model to simulate carbon nanotubes' strength and heat limits

simulation surrogate

materials-chemistry · ai-result · Journal of Chemical Theory and Computation · 2025

aix-00194

Diffusion model generates glass and silicon structures to order from target properties

candidate generation

materials-chemistry · ai-result · Advanced Materials · 2026

aix-00129

Neural networks sort supernovae and estimate their distances from brightness alone

classificationproperty predictiondenoising

astronomy · ai-result · arXiv · 2024

aix-00128

Phage proteins drawn as pictures, then sorted by image-recognition networks

classification

structural-biology · ai-result · arXiv · 2025

aix-00126

Pretrained potentials give a structure search a head start in finding atomic arrangements

simulation surrogateexperimental designstructure determination

materials-chemistry · ai-result · arXiv · 2024

aix-00125

Classifying stars by type from a single wide-band telescope image

classificationstructure determination

astronomy · ai-result · Astronomy and Astrophysics · 2025

aix-00124

Software predictors compare protein floppiness across retinal disease protein sets

property prediction

structural-biology · ai-result · Journal of Proteins and Proteomics · 2025

aix-00123

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

simulation surrogateproperty prediction

astronomy · ai-result · arXiv · 2023

aix-00122

Random Forest sorts 9,446 white dwarfs by type from Gaia spectra

classification

astronomy · ai-result · Astronomy and Astrophysics · 2023

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-00119

Neural network potential used to simulate how calcium oxide melts under pressure

simulation surrogate

materials-chemistry · ai-result

aix-00118

Neural networks replace a slow statistical fit to find solar oscillations in Hα images

simulation surrogate

astronomy · ai-result · Astronomy and Astrophysics · 2025

aix-00117

Deep learning model predicts polymer heat-softening across 48,208 designed candidates

property prediction

materials-chemistry · ai-result · arXiv · 2026

aix-00116

Neural network reads protein surfaces to predict DNA and RNA binding

classificationsegmentation

structural-biology · ai-result · Biophysical Reviews · 2024

aix-00115

A shared test set for predicting which enzyme carries out a reaction

classificationstructure determination

structural-biology · ai-result · arXiv · 2024

aix-00114

A compact way to describe molecules speeds up machine learning of their properties

property prediction

materials-chemistry · ai-result · arXiv · 2024

aix-00113

Random atoms settle into molecules and crystals on a learned energy surface

candidate generationstructure determination

materials-chemistry · ai-result · arXiv · 2024

aix-00112

Protein language model embeddings tested against classical descriptors for spotting resistance genes

classificationstructure determination

structural-biology · ai-result · Frontiers in Microbiology · 2026

aix-00111

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

candidate generationproperty prediction

materials-chemistry · ai-result · arXiv · 2026

aix-00110

Deep learning trained on robotic peptide mapping predicts where antibody proteins degrade

classificationproperty prediction

structural-biology · ai-result · Antibodies · 2024

aix-00108

Oxidation potentials for 15,238 molecules assembled from quantum calculations and lab measurements

property prediction

materials-chemistry · ai-supporting · Journal of Chemical Information and Modeling · 2025

aix-00107

Machine learning sorts plant protein sequences into disease-resistance proteins or not

classification

structural-biology · ai-result · Frontiers in Plant Science · 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-00104

Neural networks sort 400,000 JWST galaxies to trace when spirals and spheroids appeared

classification

astronomy · ai-result · arXiv · 2025

aix-00103

Neural network predicts yield of chitosan nanoparticles grown with olive leaf extract

property prediction

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

aix-00101

Simulations map three sodium–bismuth compounds, then models predict their heat-to-electricity performance

property predictionsimulation surrogate

materials-chemistry · ai-supporting · RSC Advances · 2025

aix-00100

Astronomers test pre-trained image models for sifting telescope alerts

classificationanomaly detection

astronomy · ai-result · arXiv · 2025

aix-00099

Weighing the Milky Way's disk reveals a mass excess along the Local Arm

property prediction

astronomy · ai-result · arXiv · 2024

aix-00097

Neural networks speed up forecasts of what gravitational wave detections LISA will catch

simulation surrogateproperty prediction

astronomy · ai-result · Monthly Notices of the Royal Astronomical Society · 2023

aix-00096

Two protein design models redesigned T cell receptor contact points on solved structures

candidate generationstructure determination

structural-biology · ai-result · PLoS Computational Biology · 2024

aix-00095

Neural networks estimate dark matter halo masses from a galaxy's neighbours

property prediction

astronomy · ai-result · The Open Journal of Astrophysics · 2023

aix-00094

Neural network potential used to simulate carbon dioxide moving inside porous frameworks

simulation surrogate

materials-chemistry · ai-result · Frontiers in Chemistry · 2023

aix-00093

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

simulation surrogate

astronomy · ai-result · arXiv · 2022

aix-00092

Cryo-EM maps and AlphaFold models explain how two bacterial helper proteins activate an enzyme

structure determination

structural-biology · ai-supporting · BMC Biology · 2023

aix-00091

Neural network force field simulates how a ferroelectric crystal's molecules begin to spin

simulation surrogate

materials-chemistry · ai-result · arXiv · 2024

aix-00090

Machine learning reads planet-forming disk masses from archival ALMA observations

property predictionsimulation surrogate

astronomy · ai-result

aix-00089

Neural networks trained on atomic surroundings score how mutations change proteins

property predictionstructure determination

structural-biology · ai-result · arXiv · 2024

aix-00088

Neural network retrained to predict how crystals absorb light, from few examples

property predictionsimulation surrogate

materials-chemistry · ai-result · Nature Communications · 2025

aix-00087

Neural networks recover a simulated barred galaxy's gravity from one snapshot

structure determination

astronomy · ai-result · arXiv · 2023

aix-00086

Neural networks trained on simulated radio bursts sort real bursts by shape

classification

astronomy · ai-result · arXiv · 2025

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-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-00081

Language models trained on protein sequences used to predict sugar-attachment sites

classification

structural-biology · ai-result · Bioinformatics Advances · 2024

aix-00080

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

classificationproperty prediction

astronomy · ai-result · arXiv · 2024

aix-00079

Changing the training penalty improves how a network spots beta-sheets in blurry protein maps

segmentation

structural-biology · ai-result · Bioinformatics Advances · 2024

aix-00078

Simulated water in graphene gaps shows acid's charge hugging the surface

simulation surrogate

materials-chemistry · ai-result · ACS Nano · 2025

aix-00077

Neural networks sift 812,118 quasar spectra for hidden gravitational lenses

classificationproperty prediction

astronomy · ai-result · The Astrophysical Journal · 2026

aix-00076

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

denoising

astronomy · ai-result · arXiv · 2023

aix-00075

Neural network sifts Gaia data for 160,146 stars born outside the Milky Way

classification

astronomy · ai-result · Monthly Notices of the Royal Astronomical Society · 2023

aix-00074

Software predictions map floppy stretches of touch-sensing PIEZO channels

classificationproperty prediction

structural-biology · ai-result · Proteomes · 2026

aix-00073

Neural networks sort eleven years of Mars plasma data into three regions

classification

astronomy · ai-result · arXiv · 2026

aix-00072

Attention patterns inside a protein language model used to cut sequences into reusable units

segmentationclassification

structural-biology · ai-result · Advanced Science · 2026

aix-00071

Simulations map how surface atoms rearrange in alloys when molecules attach

property prediction

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

aix-00070

Neural network scores candidate composite microstructures in a strength–toughness design loop

property predictionsimulation surrogatecandidate generation

materials-chemistry · ai-result · Advanced Science · 2026

aix-00069

Neural networks rebuild cosmic expansion history to calibrate gamma-ray burst energies

property prediction

astronomy · ai-result · The European Physical Journal C · 2026

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-00066

Machine learning sifts 25,000 known materials for quantum-technology host candidates

classification

materials-chemistry · ai-result · npj Computational Materials · 2022

aix-00065

Model predicts how fast an enzyme works on a substrate, with uncertainty attached

property predictionexperimental design

structural-biology · ai-result · Briefings in Bioinformatics · 2025

aix-00063

Adding a term for the unfolded protein sharpens AI stability predictions

property prediction

structural-biology · ai-result · Protein Science · 2025

aix-00062

A single neural network stands in for quantum calculations across 45 elements

simulation surrogate

materials-chemistry · ai-result · Nature Communications · 2022

aix-00061

A search engine for radio galaxy shapes, built on a fine-tuned image-text model

classificationdetection

astronomy · ai-result · arXiv · 2025

aix-00060

Neural networks stand in for slow cosmology code in parameter fitting

simulation surrogate

astronomy · ai-result · arXiv · 2024

aix-00059

Machine-learnt stand-in for a planet model cuts interior inference from 42 hours to 8 minutes

simulation surrogate

astronomy · ai-result · The Astrophysical Journal · 2026

aix-00058

Deep-learning model designs petrol blends from octane and soot targets

property predictioncandidate generation

materials-chemistry · ai-result · Communications Chemistry · 2022

aix-00057

Genetic algorithm trims chemical reaction lists for hot Jupiter atmosphere models

candidate generationsimulation surrogate

astronomy · ai-result · Astronomy and Astrophysics · 2024

aix-00056

Deep learning tool predicts how single mutations weaken protein partnerships

property prediction

structural-biology · ai-result · Nucleic Acids Research · 2024

aix-00055

Neural networks sift 315,000 galaxy images for rare polar ring systems

classification

astronomy · ai-result · Astronomy and Astrophysics · 2025

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-00052

Benchmark measures how well AlphaFold predicts antibody-antigen complex structures

structure determination

structural-biology · ai-result · bioRxiv (Cold Spring Harbor Laboratory) · 2023

aix-00051

Ultrasound-treated clay bleaches cooking oil, with machine learning picking the settings

property predictionexperimental design

materials-chemistry · ai-supporting · Food Science & Nutrition · 2024

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-00048

Software reconstructs supernova spectra and physical properties from brightness measurements alone

denoising

astronomy · ai-result · Monthly Notices of the Royal Astronomical Society · 2024

aix-00047

Neural networks stand in for slow galaxy clustering calculations in cosmology analyses

simulation surrogate

astronomy · ai-result · Monthly Notices of the Royal Astronomical Society · 2022

aix-00046

Two neural networks predict how heat shrinks the band gap of silver-based crystals

property predictionsimulation surrogate

materials-chemistry · ai-result

aix-00045

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

property predictiondenoising

astronomy · ai-result · The Astrophysical Journal · 2024

aix-00044

Machine-learnt electron densities drive molecular dynamics of a gold–saltwater interface

property predictionsimulation surrogate

materials-chemistry · ai-result · The Journal of Chemical Physics · 2024

aix-00043

Neural network maps cosmic voids, walls and filaments from sparse galaxy tracers

segmentation

astronomy · ai-result · The Astrophysical Journal · 2026

aix-00042

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

denoisinganomaly detection

astronomy · ai-result · arXiv · 2024

aix-00041

Astronomers hunt dust-buried young star clusters in eleven nearby galaxies

classification

astronomy · ai-supporting · The Astronomical Journal · 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-00039

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

classification

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

aix-00037

Hubble and Webb images reveal a candidate massive touching binary star in WLM

simulation surrogate

astronomy · ai-result · The Astrophysical Journal · 2025

aix-00036

Four million simulated X-ray patterns used to test 21 crystal-symmetry classifiers

classification

materials-chemistry · ai-result · arXiv · 2024

aix-00035

GPT-4 reads band gap values from paper sentences to train better predictors

literature synthesisclassificationproperty prediction

materials-chemistry · ai-result · arXiv · 2023

aix-00034

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

classification

astronomy · ai-result · The Astronomical Journal · 2026

aix-00033

Neural network built from physics equations extracts solder deformation coefficients

property prediction

materials-chemistry · ai-result · Materials · 2023

aix-00032

Neural network turns galaxy shape distortions into maps of invisible cluster mass

structure determination

astronomy · ai-result · The Astrophysical Journal · 2025

aix-00023

Neural network writes amino acid sequences to fit fixed protein backbones

candidate generationstructure determination

structural-biology · ai-result · Science · 2022

aix-00031

Keck spectra pin down distances for six gravitational lenses found by a neural network

classification

astronomy · ai-supporting · The Astrophysical Journal · 2026

aix-00030

Software spotted a nearby supernova and booked a telescope within minutes

classificationexperimental design

astronomy · ai-result · The Astrophysical Journal · 2025

aix-00029

Cryo-EM maps show water shifting in actin filaments as they age

detection

structural-biology · ai-supporting · Nature · 2022

aix-00028

Neural network trained on quantum calculations maps how gallium melts and freezes

simulation surrogate

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

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-00026

Algorithm picks starting powders and temperatures for making inorganic materials

classificationexperimental design

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

aix-00025

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

classification

materials-chemistry · ai-result · Scientific Reports · 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-00021

Neural network reads a million star spectra to measure temperature and chemistry

property prediction

astronomy · ai-result · Monthly Notices of the Royal Astronomical Society · 2022

aix-00020

Neural network sifts Kepler signals and validates 301 new exoplanets

classification

astronomy · ai-result · The Astrophysical Journal · 2022

aix-00019

Neural network sorts six hundred thousand noise blips in LIGO gravitational-wave data

classification

astronomy · ai-result · Classical and Quantum Gravity · 2023

aix-00018

Telescope targets chosen nightly by a classifier learning from its own spectra

classificationexperimental design

astronomy · ai-result · Publications of the Astronomical Society of Australia · 2025

aix-00017

Neural network picks bright exploding stars from sky survey alerts and books telescope time

classificationexperimental design

astronomy · ai-result · The Astrophysical Journal · 2024

aix-00016

Machine learning picked which shape-memory alloys to make next, round by round

property predictionexperimental design

materials-chemistry · ai-result · Nature Communications · 2016

aix-00015

Transformer model predicts how gas-storing crystals take up gases, replacing slow simulations

property predictionsimulation surrogate

materials-chemistry · ai-result · Nature Communications · 2024

aix-00013

Neural network segments 650 battery particles to measure their detachment after cycling

segmentationdetection

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

aix-00012

Machine-learned force model simulates silicon-oxygen structures from glass surfaces to monoxide grains

simulation surrogateexperimental design

materials-chemistry · ai-result · Nature Communications · 2024

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-00010

Robotic lab with machine learning proposes and runs 353 inorganic synthesis experiments

candidate generationproperty predictionclassificationexperimental design

materials-chemistry · ai-result · Nature · 2023

aix-00009

Gaussian process models pick light-sensitive ion channels that reach mammalian cell membranes

property predictionclassificationexperimental design

structural-biology · ai-result · PLoS Computational Biology · 2017

aix-00008

Neural network locates single protein particles in cryo-electron microscope images

detection

structural-biology · ai-result · Communications Biology · 2019

aix-00007

Neural network predicts protein atom positions from amino acid sequence alone

structure determinationproperty prediction

structural-biology · ai-result · Nature · 2021

aix-00006

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

structure determination

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

aix-00005

Cryo-tomography maps the myosin filament inside relaxed mouse heart muscle

structure determinationdetectiondenoising

structural-biology · ai-result · Nature · 2023

aix-00004

Robot lab and learning agent redesign an enzyme to survive higher temperatures

property predictionclassificationexperimental design

structural-biology · ai-result · Nature Chemical Engineering · 2024

aix-00003

Researchers map the sixteen-part Commander complex using crystals, cryo-EM and AlphaFold2

structure determinationdetection

structural-biology · ai-result · Cell · 2023

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