Deep Defender: Smart detection of phishing websites

Phishing is a consistent threat causing internet users to provide sensitive details in fictitious network environments. Current detection tools tend to sacrifice accuracy and timeliness of response, in doing which the threat exposure level is increased for the users. Here is presented a system based on machine learning intended to detect phishing URLs in the moment, with the aim of enhancing general online footprint safety. Based on the RNN-GRU algorithm, the system tries to maximize the effectiveness and promptness of phishing URL detection. The introduction of this approach brings an effective shield against phishing, a considerable increase in users protection in the digital era.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-05-16
DOI
https://doi.org/10.5281/zenodo.15429933
Primary Topic
Spam and Phishing Detection
Type
article
Field-Weighted Citation Impact
0.00
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article

Deep Defender: Smart detection of phishing websites

Zenodo (CERN European Organization for Nuclear Research)
Spam and Phishing Detection
article

Deep Defender: Smart detection of phishing websites

article en

Abstract

Phishing is a consistent threat causing internet users to provide sensitive details in fictitious network environments. Current detection tools tend to sacrifice accuracy and timeliness of response, in doing which the threat exposure level is increased for the users. Here is presented a system based on machine learning intended to detect phishing URLs in the moment, with the aim of enhancing general online footprint safety. Based on the RNN-GRU algorithm, the system tries to maximize the effectiveness and promptness of phishing URL detection. The introduction of this approach brings an effective shield against phishing, a considerable increase in users protection in the digital era.

Zenodo (CERN European Organization for Nuclear Research)
East West College of Natural Medicine (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 38%
Spam and Phishing Detection
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