COMPASS: Membership Inference Attack Against Vision Large Language Models via Adaptive Noise Calibration

Damien Lo, Hong Kyu Lee, Ruixuan Liu +1

Vision large language models (VLLMs) are deployed in privacy-sensitive domains, raising training-data exposure concerns. Existing gray-box membership inference attacks (MIAs) commo…