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Unsupervised malware detection via reversible byteplots

I wanted to build an unsupervised malware detection via reversible byteplots. Most published byteplot pipelines do not record what is needed to invert the image, so the visualization ends up one-way in practice. This on

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HelixCipher
HelixCipher

Posted on Nov 3

Unsupervised malware detection via reversible byteplots

I wanted to build an unsupervised malware detection via reversible byteplots.

Most published byteplot pipelines do not record what is needed to invert the image, so the visualization ends up one-way in practice. This one maps byte streams to grayscale pixel intensities (byteplots) while staying reversible by construction: the conversion preserves the byte stream sequence, so a tile set can be reassembled into the original executable and checked against the SHA-256.

The codebase and evaluation notebook are available at https://github.com/HelixCipher/malware-detection. If you find this reversible approach useful, consider leaving a star on GitHub.

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