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Abstract: Email users often face an issue of number of spam emails coming from unfamiliar senders in their mailboxes daily. Spamming is also triggering online cyber fraud based on social engineering.

in addition, a webmail application was developed to integrate the CNN spam detection ... with a front-end using HTML, CSS, and Bootstrap, and a backend in PHP and JSON, the webmail system stores all ...

Yet the dynamic nature of spam, coupled with adversarial tactics and an increasing scarcity of labeled datasets, has stretched the limits of traditional detection methods ... First, the email content ...