PhishSigma++ reaches 0.9675 F1 on clean data and holds 0.9579 F1 under adversarial text padding by modeling typed entity relations in emails, outperforming text-only baselines that drop sharply.
In 34th USENIX Security Symposium (USENIX Security 25), pages 1435–1454
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PhishSigma++: Malicious Email Detection with Typed Entity Relations
PhishSigma++ reaches 0.9675 F1 on clean data and holds 0.9579 F1 under adversarial text padding by modeling typed entity relations in emails, outperforming text-only baselines that drop sharply.