CTF AI/ML Attack Techniques

When to Use

• Challenge involves ML model files (.pt, .pth, .safetensors, .onnx, .h5)
• Target is an AI chatbot, LLM-based application, or ML classifier
• Need to craft adversarial examples to fool image/text classifiers
• Challenge provides model weights for analysis or manipulation
• AI/ML platform security testing (model extraction, membership inference)

Quick Start

pip install torch transformers numpy scipy Pillow safetensors scikit-learn
file model.*
python3 -c "import torch; m=torch.load('model.pt'); print(type(m), m.keys() if hasattr(m,'keys') else '')"