Dive into a comprehensive video stream showcasing solutions for the AI Village DEFCon31 CTF competition on Kaggle. Explore various AI hacking techniques, including blackbox model attacks, cluster decryption, adversarial image attacks, OCR attacks, translation model attacks, LLM prompt injections, and more. Follow along as the presenter, who placed in the top 1% of the hackathon, breaks down each challenge and demonstrates effective strategies for tackling AI security problems. Gain insights into cutting-edge AI hacking methods and learn how to approach complex cybersecurity challenges in the realm of artificial intelligence.
AI CTF Solutions - DEFCon31 Hackathon and Kaggle Competition
Overview
Syllabus
Intro
What is a CTF?
Cluster 1 Blackbox Model Attack
Cluster 2
Cluster 3 Cluster Decryption
MNIST
CIFAR
Granny 1 Adversarial Image Attack
Granny 2 Adversarial with JPEG Compression
Granny 3 Single Pixel Attack
Pixelated OCR Attack
Spanglish Translation Model Attack
Pirate Flag LLM Prompt Injection
Semantle LLM Assisted Attack
Semantle2 LLM Assisted Attack
Pickle Python Pickle Exploit
Inversion Black Box Image Classifier Attack
Hush Speech to Text Attack
Passphrase Sentiment Model Attack
Taught by
Rob Mulla
