Optimization and Robustness-Informed Membership Inference Attacks for LLMs

Zichen Song, Qixin Zhang, Ming Li, Yao Shu. Optimization and Robustness-Informed Membership Inference Attacks for LLMs. In Sven Koenig, Chad Jenkins, Matthew E. Taylor, editors, Fortieth AAAI Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, AAAI 2026, Singapore, January 20-27, 2026. pages 33047-33055, AAAI Press, 2026. [doi]

Authors

Zichen Song

This author has not been identified. Look up 'Zichen Song' in Google

Qixin Zhang

This author has not been identified. Look up 'Qixin Zhang' in Google

Ming Li

This author has not been identified. Look up 'Ming Li' in Google

Yao Shu

This author has not been identified. Look up 'Yao Shu' in Google