WGAN-GP with a mutual-information constraint can approximate marginal histograms of per-target NIDS alerts, but the evidence that it improves rare-alert generation is confounded and internally inconsistent.
Improved training of wasserstein gans,
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On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks
WGAN-GP with a mutual-information constraint can approximate marginal histograms of per-target NIDS alerts, but the evidence that it improves rare-alert generation is confounded and internally inconsistent.