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The model detects XSS, SQL injection and Directory traversal payloads in URL parameters.

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SK9712/detecting-malicious-url-using-character-level-cnn

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Overview

The model combines the characteristics of URLs in the field of web attacks at the character level. It treats URLs, file paths, and registries as a short string. The model contains character-level embedding and a convolutional neural network to extract features, and the extracted features is passed onto the hidden layers for classification.

Requirements

  • Python 3.7 (tested under Python 3.7.0)

Performance

Accuracy and Loss Graph

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The model detects XSS, SQL injection and Directory traversal payloads in URL parameters.

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