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
Jonathan Sun
Journal of Physics D: Applied Physics
Laura Mismetti, Marvin Alberts, et al.
ACS Fall 2025
Fabian Thiemann, Niamh O’neill, et al.
Journal of Physics Condensed Matter