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Fig. 4. Nonadiabatic molecular dynamics simulations using deep NNs for one nanosecond. After excitation to the S2 state, ultrafast internal conversion to the S1 state takes place, followed by recovery of the S0 state within 300 fs. Until 10 ps, an ensemble of 200 trajectories is analyzed, followed by the population averaged from 2 trajectories.