Cisco Systems, Inc.
Verifying accuracy of ML pipelines using third party co-ordination

Abstract:

Systems, methods, computer-readable media, and devices are disclosed for verifying traffic classification. At a first node, a classification to a received packet is designated according to a local model. The classification of the packet by the first node is verified by sending packet information describing the packet to a distributed network comprising multiple nodes, where the packet information includes attributes of the packet. The classification of the packet is verified from receiving results from a second node that, based on the attributes, independently classifies the packet. Based on the verified classification, decentralized information for classifying packets is updated.