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Every atom-atom map can be explained by electron pushing diagrams. arXiv, 2023. [PUMA: 05C92 92E10 Biological Combinatorics FOS Mathematics Molecular Networks sciences yaff] URL
SpaiNN: equivariant message passing for excited-state nonadiabatic molecular dynamics. Chem. Sci., (15)38:15880-15890, The Royal Society of Chemistry, 2024. [PUMA: SpaiNN dynamics equivariant excited-state imported message molecular nonadiabatic passing yaff] URL