Embedding Attack Project (Work Report). (arXiv:2401.13854v1 [cs.LG])

This report summarizes all the MIA experiments (Membership Inference Attacks)
of the Embedding Attack Project, including threat models, experimental setup,
experimental results, findings and discussion. Current results cover the
evaluation of two main MIA strategies (loss-based and embedding-based MIAs) on
6 AI models ranging from Computer Vision to Language Modelling. There are two
ongoing experiments on MIA defense and neighborhood-comparison embedding
attacks. These are ongoing projects.

The current work on MIA and PIA can be summarized into six conclusions: (1) …

ai models arxiv attack attacks computer computer vision current evaluation findings language loss main project report results strategies threat threat models work