URLTran: Improving Phishing URL Detection Using Transformers

MILCOM 2021 - 2021 IEEE Military Communications Conference (MILCOM)(2021)

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摘要
Browsers often include security features to detect phishing web pages. In the past, some browsers evaluated an unknown URL for inclusion in a list of known phishing pages. However, as the number of URLs and known phishing pages continued to increase at a rapid pace, browsers started to include one or more machine learning classifiers as part of their security services that aim to better protect en...
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关键词
Uniform resource locators,Phishing,Web pages,Transformers,Feature extraction,Robustness,Natural language processing
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