Examples from the set used as ‘astrophysical noise’. Larger points indicate points predicted as possible flares by the trained network. From top to bottom: algol type-, β Lyrae type eclipsing binary, and RR Lyrae. The few-point false negative detections make post-processing and validation a necessary but relatively easy task. The false positive detections in the plots are cleaned by median filtering before the validation step.