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Tao Qi · Huili Wang · Yuanhong Huang · Wendan Wang · Lianchao Zhao · Jinrui Wang · Zichen Qin · Shangguang Wang · Yongfeng Huang
Yuanhong Huang · Huili Wang · Xueying Bai · Jinrui Wang · Jiajun Liu · Ziqin Wang · Wanchun Ni · Shangguang Wang · Tao Qi
Membership inference attack (MIA) has emerged as a promising tool for auditing the training data of LLMs, supporting data privacy and copyright protection. Most existing MIA methods rely on the assumption that LLMs assign higher confidence scores to training samples than to non-training ones.Howe...