Open access
2026
PAIR: Against Inference-Time Attacks on Fine-Tuned LLMs via Path-Level Inference Randomization
PAIR, a dynamic framework that applies path-level randomization within LoRA adapters during inference, indicates that inference-time randomization at the path level can strengthen fine-tuned LLMs against the evaluated security and privacy attacks.
Jia-Yang Li, Tian-Qing Zhu, Da-Yong Ye et al.
· IEEE Transactions on Informa... · 0 citations