Padding convention and split protocol affect intrusion detection performance more than architecture on CIC-IDS2017, with Transformers showing 0.24 macro-F1 drop under zero-pad+mask and 67-fold false-alarm rise under leakage-free evaluation.
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Do Transformers Actually Help Intrusion Detection? A Temporal Sequence Evaluation on CIC-IDS2017
Padding convention and split protocol affect intrusion detection performance more than architecture on CIC-IDS2017, with Transformers showing 0.24 macro-F1 drop under zero-pad+mask and 67-fold false-alarm rise under leakage-free evaluation.