# peft
2 articlestagged with “peft”
LoRA & Adapter Attack Surface
Overview of security vulnerabilities in parameter-efficient fine-tuning methods including LoRA, QLoRA, and adapter-based approaches -- how the efficiency and shareability of adapters create novel attack vectors.
loraqloraadapterpeftfine-tuningattack-surfacemodel-security
PEFT Vulnerability Analysis
Security analysis of Parameter-Efficient Fine-Tuning methods beyond LoRA.
fine-tuningpeftvulnerabilityanalysis