Temporal Weighted Averaging for Asynchronous Federated Intrusion Detection Systems

Table 1

Summary of DL-based IDS and FL-based IDS.

Sl. No.	DL-based IDS	FL-based IDS
1	Constrained to a local system.	Scalable and readily deployable in a network.
2	Pretrained or active training has limited relationship with similar nodes in the network.	Extensive relationship between models. Promotes general system learning and personalization for each node.
3	Less effective for evolving intrusions and response to novel attacks.	Structured to learn from every node’s individual experience and respond to unforeseen attacks.