# adapter
標記為「adapter」的 16 篇文章
Adapter Layer Security Analysis
Security analysis of adapter-based fine-tuning including LoRA, prefix tuning, and prompt tuning.
Adapter Layer Attack Vectors
Comprehensive analysis of attack vectors targeting parameter-efficient adapter layers including LoRA, QLoRA, and prefix tuning modules.
Adapter Poisoning Attacks
Poisoning publicly shared adapters and LoRA weights to compromise downstream users.
Malicious Adapter Injection
How attackers craft LoRA adapters containing backdoors, distribute poisoned adapters through model hubs, and exploit adapter stacking to compromise model safety -- techniques, detection challenges, and real-world supply chain risks.
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.
Direct Weight Manipulation
Techniques for directly modifying LoRA adapter weights to bypass safety training, inject targeted capabilities, and hide malicious behaviors -- going beyond dataset-driven fine-tuning to surgical weight-level attacks.
Shared Adapter Security Risks
Security risks of using publicly shared adapters from model hubs and community repositories.
LoRA & Adapter Layer Attacks
Security implications of LoRA and adapter-based fine-tuning, including safety alignment removal, adapter poisoning, rank manipulation attacks, and multi-adapter conflict exploitation.
Adapter Layer 安全 Analysis
安全 analysis of adapter-based fine-tuning including LoRA, prefix tuning, and prompt tuning.
Adapter Layer 攻擊 Vectors
Comprehensive analysis of attack vectors targeting parameter-efficient adapter layers including LoRA, QLoRA, and prefix tuning modules.
Adapter 投毒 攻擊s
投毒 publicly shared adapters and LoRA weights to compromise downstream users.
Malicious Adapter Injection
How attackers craft LoRA adapters containing backdoors, distribute poisoned adapters through model hubs, and exploit adapter stacking to compromise model safety -- techniques, detection challenges, and real-world supply chain risks.
LoRA & Adapter 攻擊 Surface
概覽 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.
Direct Weight Manipulation
Techniques for directly modifying LoRA adapter weights to bypass safety training, inject targeted capabilities, and hide malicious behaviors -- going beyond dataset-driven fine-tuning to surgical weight-level attacks.
Shared Adapter 安全 Risks
安全 risks of using publicly shared adapters from model hubs and community repositories.
LoRA 與介面卡層攻擊
LoRA 與介面卡基微調之安全意涵，含安全對齊移除、介面卡投毒、秩操弄攻擊與多介面卡衝突利用。