Abstract: In some examples, a system for decorating network traffic flows with outlier scores includes a processor and a memory device to store traffic flows received from a network. The processor is configured to receive a set of traffic flows from the memory device and generate a tree model to split the traffic flows into clusters of traffic flows. Each cluster corresponds with a leaf of the tree model. The processor is further configured to generate machine learning models for each of the clusters of traffic flows separately. For a new traffic flow, the processor is configured to identify a specific one of the machine learning models that corresponds with the new traffic flow, compute an outlier score for the new traffic flow using the identified specific one of the machine learning models, and decorate the new traffic flow with the outlier score.

Abstract: Described are techniques for automated generation of labeled datasets for training an AI model to identify a cyberattack. The techniques include receiving configuration information for simulating a cyberattack against a target computer network. The techniques further include executing a cyberattack simulation, based on the configuration information, against the target computer network, where one or more attack log files containing information related to the cyberattack simulation are generated by resources of the target computer network in response to the cyberattack simulation. The techniques further include generating labeled training data from the one or more attack log files to correspond to specifications of the target computer network, and training an artificial intelligence (AI) model to identify the cyberattack in the target computer network using the labeled training data.

Abstract: A system and method for multi-channel network congestion control. A method includes determining a packet routing scheme for a plurality of packets of a data stream, wherein the packet routing scheme includes a routing of each packet to a respective communication channel of a plurality of communication channels, wherein each of the plurality of communication channels is connected to a scheduling component and to a synchronizing component; and sending the plurality of packets via their respective communication channels, wherein each of the sent packets includes timing data, wherein the synchronizing component is configured to synchronize the plurality of packets based on the timing data of each packet and to reconstruct the data stream using the synchronized packets.

Abstract: A system and method for multi-channel network congestion control. A method includes establishing multi-channel control over a plurality of communication channels by connecting each of the plurality of communication channels to a scheduling component and to a synchronizing component; determining a packet routing scheme for a plurality of packets of a data stream based on feedback from each of the plurality of communication channels, wherein the packet routing scheme includes a routing of each packet to a respective communication channel of the plurality of communication channels; and sending the plurality of packets via their respective communication channels, wherein each of the sent packets includes timing data, wherein the synchronizing component is configured to synchronize the plurality of packets based on the timing data of each packet and to reconstruct the data stream using the synchronized packets.

Abstract: A system and method for multi-channel network congestion control. A method includes establishing multi-channel control over a plurality of communication channels by connecting each of the plurality of communication channels to a scheduling component and to a synchronizing component; determining a packet routing scheme for a plurality of packets of a data stream based on feedback from each of the plurality of communication channels, wherein the packet routing scheme includes a routing of each packet to a respective communication channel of the plurality of communication channels; and sending the plurality of packets via their respective communication channels, wherein each of the sent packets includes timing data, wherein the synchronizing component is configured to synchronize the plurality of packets based on the timing data of each packet and to reconstruct the data stream using the synchronized packets.