Embodiments of the present invention provide apparatuses, methods, and systems for authenticated distributed detection and inference. In various embodiments, an apparatus comprises an interface configured to communicatively couple a node hosting the apparatus to a network, and a distributed detection and inference (DDI) agent coupled to the interface and configured to receive, via the interface, DDI collaboration parameters from an authentication node is disclosed. Other embodiments may be described and claimed.