Temporal Weighted Averaging for Asynchronous Federated Intrusion Detection Systems

Table 2

Performance comparison of multiple architectures.

Sl. No.	Algorithm	Clients	Rounds/timesteps	Accuracy
1	Asynchronous FL with temporal weighted averaging	30	15	99.459
2	Federated learning	30	15	99.11
3	FTML (federated teacher mimic learning) [37]	10	20	98.118
4	FSML (federated student mimic learning) [37]	10	20	98.110
5	Collaborative anomaly detection [38]	4	4	98.24
6	PHEC in federated setup [39]	4	Adaptive	88.42