Spam remains a pervasive issue on the internet, relentlessly filling inboxes with junk messages. These bothersome emails, notifications, and pop-up ads frequently advertise unreliable products or seek to trick users into disclosing personal data . Despite numerous of efforts by anti-spam companies and online providers, spammers find clever ways to