An open API service indexing awesome lists of open source software.

https://github.com/x0prc/qrep

Quantum Resistant Engine for Privacy
https://github.com/x0prc/qrep

custom-assessment-tool cybersecurity privacy quantum-computing

Last synced: 7 days ago
JSON representation

Quantum Resistant Engine for Privacy

Awesome Lists containing this project

README

          

qrep

## Quantum Resistant Engine for Privacy

Custom Assessment Tool for Security Testing and Research

[![Run Tests](https://github.com/x0prc/QREP/actions/workflows/main.yml/badge.svg)](https://github.com/x0prc/QREP/actions/workflows/main.yml)

## Features
1. **Quantum-Sealed Tokenization**: Combines lattice-based cryptography with behavioral biometric hashing for robust data preprocessing.
2. **Context-Aware Differential Privacy**: Dynamically adjusts privacy budgets based on data sensitivity using AI-driven analysis.
3. **Homomorphic Masking**: Enables secure computations on encrypted data without decryption.
4. **Compliance Assurance Module**: Automates regulatory adherence for GDPR, CCPA, HIPAA, and more.

---

## Architecture
### Layers:
1. **Preprocessing Layer**: Quantum-Sealed Tokenization
2. **Core Anonymization Layer**: Context-Aware Differential Privacy
3. **Post-Processing Layer**: Homomorphic Masking

---

## Installation

### Prerequisites
- Python 3.9+
- Libraries:
- `cryptography`
- `pqcrypto`
- `transformers`
- `tenseal`
- Docker (for deployment)
- AWS Nitro Enclaves (optional for sensitive operations)

---

### Create and activate virtual environment
`python -m venv venv`
`source venv/bin/activate` # Linux/macOS
`venv\Scripts\activate` # Windows

### Dependencies
`pip install -r requirements.txt`

### Capture Biometric Data
`python -m src.tokenization.biometric_capture`

### GAN Training
`chmod +x scripts/train_gan.sh`
`./scripts/train_gan.sh`

### Deployment
`./scripts/deploy.sh`

---

### Dataset Instructions
[Kaggle Credit Card Fraud Detection](https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud)


⚠️ Make sure to place the `transactions.csv` file in the `/data/financial_transactions/` directory before executing.


⚠️ You need to have an Nvidia GPU with CUDA installed.

---

## Compliance Assurance Module

| Regulation | Auto-Applied Technique | Verification Method |
|------------|---------------------------------|---------------------------|
| GDPR | Article 25 Pseudonymization | ZKP Proof Generation |
| CCPA | §1798.140(o) De-Identification | Blockchain Auditing |
| HIPAA | Safe Harbor Expert Determination | Federated Learning Checks |

## Contact
For inquiries or contributions, contact [c0ldheat@protonmail.com].