Author

F. Zahariev

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Preprint Sep 2026

From Heuristics to Machine Learning: The Performance Ceiling for Single-Ion Magnets and Its Electronic Origin

Machine learning (ML) is expected to speed up the discovery of single-ion magnets (SIMs), but does the structural information available before synthesis allow such predictions? For 1215 lanthanide complexes from the SIMDAVIS 1.2.1 database we compared three increasing levels of structural description: tabular features...

F. Zahariev, Regina Pereyra, V. Glezakou et al. · 0 citations

Preprint Jul 2026

Certified Optimal Measurement Reduction over Quantum Context Landscapes

This work solves the inner layer of quantum-measurement reduction globally and certifiably as a second-order cone program (SOCP), and uses RANGE, a robust adaptive nature-inspired global optimizer, for the combinatorial and statistical outer layer.

F. Zahariev, Vanda A. Glezakou · 1 citation