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Pietro Lió

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#machine learning Preprint Oct 2026

Mathematical Invariant-Enabled Topological Neural Networks for Molecular and Materials Property Prediction

Existing molecular and materials learning approaches often rely on a limited set of structural representations, which may capture only selected aspects of complex three-dimensional structure. Here, we introduce mathematical invariant-enabled topological neural networks (MITNNs), a framework that represents complex stru...

Yi-Ming Ren, Xiang Liu, Mustafa Hajij et al. · 0 citations

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