Table 6.

Stability analysis of ACAFS across five random seeds on CSE-CIC-IDS2018.

Seed	Feature	Accuracy	F1-score	FPR	Web_Recall	Inf_Recall
0	21	99.35	99.36	0.11	98.12	98.28
7	22	99.37	99.38	0.10	98.31	99.81
42	22	99.39	99.40	0.09	98.56	98.59
123	21	99.38	99.39	0.09	98.34	98.73
2024	22	99.38	99.38	0.10	98.47	98.81
Mean	21.6	99.37	99.38	0.10	98.36	98.64
Std	0.55	0.02	0.02	0.01	0.17	0.22