In some examples, for a given authentication event between a plurality of devices in a network, a system identifies a set of events, at the devices, that are temporally related to the given authentication event. The system applies a classifier on a collection of features associated with the set of events, and determines, based on an output of the classifier, whether the given authentication event is an unauthorized authentication event.