AI and machine learning in scientific discovery

Across galactic distances: detecting biosignatures with next-generation space telescopes

biosignatures exoplanets space telescopes astrobiology galactic spectroscopy

Detecting biosignatures via exoplanet atmosphere analysis with next-generation space telescopes

exoplanets biosignatures spectroscopy space telescopes astrobiology

During gamma-ray burst afterglows as probes for cosmic reionization

gamma-ray bursts cosmic reionization astrophysics afterglows high-energy astronomy

During gamma-ray burst afterglows, probing relativistic shock wave particle acceleration

gamma-ray bursts particle acceleration relativistic shocks cosmic rays afterglow physics

Through failed experiment reanalysis: uncovering hidden superconductivity pathways in metallic hydrides

superconductivity metallic hydrides high-pressure physics data reanalysis materials discovery

Through failed experiment reanalysis using adversarial machine learning

failed experiments adversarial ML data reanalysis scientific discovery pattern recognition

During gamma-ray burst afterglows, probing cosmic dust formation with spectral analysis

astrophysics gamma-ray bursts cosmic dust spectroscopy transient phenomena

Via exoplanet atmosphere analysis to identify biosignatures using next-gen space telescopes

exoplanets biosignatures space telescopes astrobiology atmospheric chemistry

At zeptosecond resolution: probing electron dynamics in attosecond strong-field ionization with XFEL pulses

zeptosecond physics attosecond science strong-field ionization XFEL electron dynamics

During gamma-ray burst afterglows to map intergalactic magnetic fields

gamma-ray bursts intergalactic magnetic fields astrophysics polarized light cosmology

Capturing electron dynamics at zeptosecond resolution to unravel quantum tunneling mechanisms

zeptosecond physics electron dynamics quantum tunneling attosecond science ultrafast imaging

Catalyst discovery algorithms for petapascal pressure regime reactions

high-pressure chemistry catalyst discovery machine learning petapascal regimes reaction optimization