stella creates and trains a neural network to identify stellar flares. Within stella, users can simulate flares as a training set, run a neural network, and feed in their own data to the neural network model. The software returns a probability at each data point as to whether that data point is part of a flare; the code can also characterize the flares identified.
https://ui.adsabs.harvard.edu/abs/2020JOSS....5.2347F ; if including the flare rate of young stars in the TESS Southern Hemisphere or the details of the CNNs, please also cite https://ui.adsabs.harvard.edu/abs/2020AJ....160..219F