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Tomato

Natural language steganography tool using minimum entropy coupling to hide encrypted information

#natural language processing
#encryption
#data hiding
#information security
#Steganography
Tomato

Product Details

Tomato is a proof-of-concept for a steganography tool that utilizes minimum entropy coupling codes provided by ssokota. This tool achieves information hiding by merging the probability distribution of the hidden information (ciphertext) with the probability distribution of the cover text generated by a large language model (LLM). This coupling minimizes the joint entropy and ensures that the steganographic text (cover text and embedded information) retains the statistical properties of natural language, making the hidden information difficult to detect. During the decoding process, LLM assists by providing context-aware interpretations, and then uses MEC to reversely decouple the hidden information in the cover text. This approach ensures that hidden information can be seamlessly integrated into the text and can be retrieved later safely and accurately with minimal risk.

Main Features

1
Generating cover text using large language models.
2
Minimum entropy coupling (MEC) is applied to merge the hidden information with the cover text.
3
During decoding, LLM is used to provide context-aware interpretations.
4
Reverse decoupling using MEC to extract hidden information.
5
Supports custom parameters such as key length, shared private key, prompts, etc.
6
Provides a command line interface to facilitate direct encoding and decoding of information.
7
Supports programmatic use from Python code.

How to Use

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1. Make sure Nvidia CUDA is installed and Nvidia drivers updated.
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2. Install the necessary dependencies via pip.
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3. Invoke the Tomato encoder/decoder using a command line tool or Python code.
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4. Set parameters for the encoding process, such as key length and shared private key.
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5. Enter the clear text information to be hidden.
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6. Execute the encoding process to generate steganographic text.
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7. When needed, use a decoding process to extract the original information from the steganographic text.
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8. Call the decoder via the command line or programmatically and provide the necessary parameters and steganographic text.

Target Users

Tomato is suitable for users who need to securely hide and retrieve information from text, such as cybersecurity experts, data protection officers, or any individual who needs to communicate covertly. The tool's stealth and natural language-based nature make it ideal for these users.

Examples

Cybersecurity experts use Tomato to hide sensitive data to prevent it from being intercepted in transit.

Journalists use Tomato to hide sources in their reports to protect the security of those who provide the information.

Individuals use Tomato to share encrypted personal information on social media to prevent privacy breaches.

Quick Access

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Categories

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› AI tools
› AI safety

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