Membership Inference Attacks against Large Audio Language Models

Jia-Kai Dong, Yu-Xiang Lin, Hung-Yi Lee

We present the first systematic Membership Inference Attack (MIA) evaluation of LALMs. Using Multi-modal Blind Baselines based on textual, spectral and prosodic features, we demons…