Research Article
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 |
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