Tag
#adversarial-ml
9 posts tagged adversarial-ml.
- Attack Techniques
LLM Jailbreak Techniques Explained: Eight Attack Patterns and What Defenders Do About Them
A technical breakdown of the eight most-used LLM jailbreak techniques — persona hijacking, many-shot flooding, adversarial suffixes, indirect injection
- adversarial-ml
Evasion Attacks on Production Classifiers: Malware, Spam, and Fraud
Deployed ML classifiers in malware, spam, and fraud detection face evasion attacks where the attacker has a clear payoff.
- adversarial-ml
Poisoning Web-Scale Training Sets: Split-View and Frontrunning
You don't need to control a model's training pipeline to poison it — you only need to control content the crawler will fetch.
- adversarial-ml
Adversarial Examples Against Vision Models in 2025
Where physical-world adversarial patches and digital attacks stand against modern vision models — what still works, what's been hardened, and where the
- attack-patterns
Jailbreaking Multimodal Models: Visual Prompt Injection Attacks
How attackers use images, typography, and adversarial visual inputs to bypass safety guardrails in GPT-4V, Claude, and Gemini — and why multimodal inputs
- adversarial-ml
Model Extraction via Black-Box Query Attacks
How attackers reconstruct private model weights and decision boundaries through query-only access — the techniques, the economics, and what extracted
- attack-patterns
Supply Chain Attacks on AI Models: Poisoning and Backdoors
How attackers compromise AI models before they reach production — through malicious fine-tuning, dataset poisoning, serialization exploits, and the unique
- adversarial-ml
Model Inversion and Membership Inference: Extracting LLM Data
How membership inference attacks determine whether specific data was used to train a model, and how model inversion techniques reconstruct private
- adversarial-ml
Training Data Poisoning and Backdoor Attacks on LLMs
A technical deep-dive into how adversaries manipulate training datasets and introduce hidden backdoors into LLMs — covering poisoning mechanics, stealthy