#privacy-assessment News & Analysis

2 articles tagged with #privacy-assessment. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBearisharXiv – CS AI · Mar 37/103

🧠

Multi-PA: A Multi-perspective Benchmark on Privacy Assessment for Large Vision-Language Models

Researchers introduce Multi-PA, a comprehensive benchmark for evaluating privacy risks in Large Vision-Language Models (LVLMs), covering 26 personal privacy categories, 15 trade secrets, and 18 state secrets across 31,962 samples. Testing 21 open-source and 2 closed-source LVLMs revealed significant privacy vulnerabilities, with models generally posing high risks of facilitating privacy breaches across different privacy categories.

AINeutralarXiv – CS AI · 15h ago6/10

🧠

Assessing Per-Sample Membership Inference Vulnerability without Retraining

Researchers propose a novel method to assess individual training data vulnerability to membership inference attacks without requiring shadow models. The approach combines theoretical analysis in linear settings with a practical surrogate score for deep networks, using only geometry and loss information from a single trained model.