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Author

Alexander V. Shapeev

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Preprint Oct 2026

Compressed magnetic Moment Tensor Potentials via low-rank matrix and tensor factorizations

We propose a parameter-reduced version of magnetic Moment Tensor Potential (mMTP) based on various matrix and tensor decompositions. The resulting compressed magnetic machine-learning potential reduces the number of parameters by a factor of approximately 1.5-3 without compromising predictive performance on the validat...

Alexey S. Kotykhov, Alexander V. Shapeev, Maxim V. Rakhuba et al. · 0 citations
Jul 2026

HEDGEHOG: Hierarchical Evaluation of Drug Generators Through Rigorous Filtration

HEDGEHOG is introduced, a unified six-stage filtration benchmark that is inspired by industrial hit identification workflows and exposes a central limitation of current molecular generators: molecules that appear acceptable under isolated criteria rarely satisfy medicinal chemistry, synthesis, docking, and 3D pose filt...

Daria A. Ryabchenko, Pavel Gurevich, S. Kadyrov et al. · 0 citations

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