nullsec-datapoisoning 0.1.0

Training data poisoning detection and simulation — BadNets, Trojan, clean-label attacks, spectral signatures, activation clustering, STRIP defence

☠️ NullSec DataPoisoning

Training Data Poisoning Detection & Simulation

Detect, simulate, and defend against training data poisoning attacks

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🎯 Overview

NullSec DataPoisoning provides tools for detecting and simulating data poisoning attacks against machine learning pipelines. It implements backdoor injection (BadNets, Trojaning), clean-label attacks, and gradient-based poisoning, alongside detection methods like spectral signatures, activation clustering, and STRIP.

⚡ Features

Feature	Description
Backdoor Injection	BadNets, Trojan, blend, and warp triggers
Clean-Label Attacks	Feature collision, convex polytope, Witches' Brew
Detection Engine	Spectral signatures, activation clustering, STRIP
Neural Cleanse	Reverse-engineer trigger patterns from poisoned models
Dataset Audit	Scan datasets for anomalous samples and label flips
Pipeline Scanner	Audit ML pipelines for poisoning entry points

📋 Attack & Defence Matrix

Technique	Category	Type
BadNets	Backdoor	Attack
Trojan Attack	Backdoor	Attack
Clean-Label FC	Poisoning	Attack
Witches' Brew	Poisoning	Attack
Spectral Signatures	Statistical	Defence
Activation Clustering	Neural	Defence
STRIP	Runtime	Defence
Neural Cleanse	Reverse Engineering	Defence

🚀 Quick Start

# Scan a dataset for poisoning indicators
nullsec-datapoisoning scan --dataset training_data/ --model model.pt

# Simulate backdoor attack
nullsec-datapoisoning inject --dataset clean.csv --trigger patch --target-label 0 --poison-rate 0.01

# Run Neural Cleanse detection
nullsec-datapoisoning cleanse --model suspect_model.pt --num-classes 10

# Audit an ML pipeline config
nullsec-datapoisoning audit --pipeline pipeline.yaml

🔗 Related Projects

Project	Description
nullsec-adversarial	Adversarial ML attack toolkit
nullsec-modelaudit	ML model security auditing
nullsec-llmred	LLM red-teaming framework
nullsec-promptinject	Prompt injection payloads
nullsec-linux	Security Linux distro (140+ tools)

⚠️ Legal

For authorized ML security research only. Poisoning production training data without authorization is illegal.

📜 License

MIT License — @bad-antics

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Part of the NullSec AI/ML Security Suite