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Machine Learning in Materials Science
Reinforcement learning found known nanoparticle ordering
May 14, 2026
Machine learning identifies design rules for quantum defect hosts
May 14, 2026
polyRETRO predicts polymerization class and monomers from target polymers
May 14, 2026
Strained polymers show vibrational fingerprints linked to mechanical state
May 13, 2026
Universal MLIPs show mixed accuracy for material mechanical properties
May 12, 2026
Machine-learned model finds different two-level systems in amorphous silicon
May 12, 2026
DAO reaches perfect match rate in crystal structure prediction
May 11, 2026
Seven MLIPs share a common latent representation
May 11, 2026
Model identifies capping layers that may limit niobium oxide formation
April 30, 2026
Machine-learning models captured CDW behavior in NbSe2
April 29, 2026
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