Probing optimisation in physics-informed neural networks
Nayara Fonseca, Veronica Guidetti, et al.
ICLR 2023
We generated trinitreno-s-heptazine, a small molecule featuring three nitrene centers, by tip-induced chemistry from the precursor 2,5,8-triazido-s-heptazine on bilayer NaCl on Au(111). The precursor’s azide groups were dissociated to form mono-, di- and trinitreno-s-heptazine, yielding molecules with one to three nitrene centers. The precursor and its products are characterized by atomic force microscopy and scanning tunnelling microscopy. Broken-symmetry DFT and configuration interaction calculations of inter-nitrene and intra-nitrene exchange couplings suggest a ferromagnetic coupling of the S = 1 nitrene centers, resulting in a high-spin septet ground state for neutral trinitreno-s-heptazine in the gas phase. On bilayer NaCl on Au(111), the combined results of experiments and theory suggest trinitreno-s-heptazine to be an anion with a sextet ground state.
Nayara Fonseca, Veronica Guidetti, et al.
ICLR 2023
Laura Mismetti, Marvin Alberts, et al.
ACS Fall 2025
Murtaza Zohair, Vidushi Sharma, et al.
npj Computational Materials
Sara Capponi
ACS Fall 2023