Tag
#adversarial-ml
6 posts tagged adversarial-ml.
- disclosure
Machine Learning Security: Attack Taxonomy, CVEs, and Defenses
A technical overview of machine learning security threats in 2026: NIST's adversarial ML taxonomy, MITRE ATLAS attack classes, the CVE-2025-62164 vLLM
- guide
Machine Learning Security: Threats, Frameworks, and Defenses
A practitioner's reference for machine learning security: the canonical attack categories, the frameworks that catalog them (NIST AI 100-2, OWASP ML Top
- disclosure
AI Security: Attack Categories, Defense Gaps, and How to Respond
A practitioner guide to the four core attack categories against AI/ML systems — from adversarial inputs to supply chain compromise — with mitigation
- deep-dive
Model Extraction Attacks: How Adversaries Steal AI via the API
Model extraction attacks reconstruct proprietary AI models by querying their public APIs. Here's how they work, what has been demonstrated against real
- deep-dive
LLM Supply Chain Poisoning: Training Data Attacks and Backdoors
Training data poisoning and model supply chain attacks are among the hardest AI threats to detect. This post explains how they work, what public research
- primer
What Is Adversarial ML? A Practitioner's Primer
A practitioner-focused introduction to adversarial machine learning: evasion, poisoning, and inference attacks, why they matter in production, key papers