3 papers
cond-mat.mtrl-sci2026
AI-ready design of realistic 2D materials and interfaces with Mat3ra-2D
Vsevolod Biryukov, Kamal Choudhary, Timur Bazhirov
Artificial intelligence (AI) and machine learning (ML) models in materials science are predominantly trained on ideal bulk crystals, limiting their transferability to real-world ap…
cond-mat.mtrl-sci2026
From Photons to Electrons: Accelerated Materials Discovery via Random Libraries and Automated Scanning Transmission Electron Microscopy
Boris Slautin, Kamyar Barakati, Utkarsh Pratiush +10
The real-world implementation of materials prediction algorithms remains limited by persistent characterization bottlenecks in materials discovery, where photon-based probe techniq…
cond-mat.mtrl-sci2026
M-CODE: Materials Categorization via Ontology, Dimensionality and Evolution
Vsevolod Biryukov, Kamal Choudhary, Timur Bazhirov
The rapid advancement of artificial intelligence in materials science requires data standards and data management practices that can capture the complexity of real-world structures…