Overview
Syllabus
Intro
Session Outline Agenda
Security Threats across AIOT Cycle
Internal Experiment: Stealing/Extracting Al Model (1/2)
Data is no more oil: Model Extraction Attacks Industry Level Threat to Al Investment
Model Extraction Attacks - Taxonomy Exponential Growth in Attack Surface and types
CVE-2019-20634: ProofPoint Evasion Real life example
Technical Deep Dive : Attack Vectors & Results
Model Extraction Attacks - Results from Real Enviornment Stealing ML models from Web APIs
Internal Experiment: Example Kill chain Leveraging MEA Evading Person Detection - Intelligent Security Camera System
Patented Protection Mechanism against Model Extraction Att 14 family of Defense Mechanisms - Detection of attack
Patented Protection Mechanism Performance Active Defense: Detection + Action (Class Swap)
Patented Protection Mechanism against MEA AlShield Tool Demo
Prioritization with Simplified Scenario Planning Understand future with critical assumptions Critical Assumption
Taught by
RSA Conference