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# qlora

2 articlestagged with “qlora

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
Intermediate

QLoRA Security Implications

Security implications of quantized LoRA fine-tuning including precision-related vulnerability introduction.

fine-tuningqlorasecurityquantization
Advanced