Cisco Technology, Inc.

Constantinos Kleopa

David A McGrew

Blake Harrell Anderson

Vincent E Parla

Hari Shankar

Keith Richard Schomburg

Venkatesh Narsipur Gautam

Michael Joseph Stepanek

Carter Ryan Waxman

Gerald N A Selvam

Michael Scott Dorsey

Silviu Dorin Minut

In one embodiment, a device obtains one or more packets of a traffic session in a network. The device determines, for a particular packet of the one or more packets that match a filter, a fingerprint for the particular packet. The device identifies a plurality of traffic sessions whose packets match the fingerprint, wherein each of the plurality of traffic sessions is associated with at least one process. The device updates a process with the traffic session by applying a classifier to the plurality of traffic sessions.

Multi-protocol / multi-session process identification

In one embodiment, a traffic analysis service identifies a client in a network having an associated traffic flow that was blocked by a firewall. The traffic analysis service obtains traffic telemetry data regarding one or more subsequent traffic flows associated with the identified client that are subsequent to the blocked flow. The traffic analysis service uses a machine learning-based classifier to determine that the identified client is exhibiting evasive network behavior, based on the obtained traffic telemetry data. The traffic analysis service initiates a mitigation action in the network, based on the determination that the identified client is exhibiting evasive network behavior.

Detecting evasive network behaviors using machine learning

A network security device (NSD) is connected between a network and an endpoint device configured to host a client application. The client application communicates with the network through the network security device using a request-response protocol. The NSD receives from the client application a request destined for the network and that seeks a response from the network. The request has a context header including context information about the client application. The NSD determines whether the client application or a file accessed thereby has a suspicious nature based on the context information. If it is determined that the client application or the file accessed thereby has a suspicious nature, the NSD blocks the request from the network, and sends to the client application a response indicating the block.

Context sharing between endpoint device and network security device using in-band communications

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Clarksville, MA, United States of America

Constantinos Kleopa