notesum.ai

Published at November 29

LUMIA: Linear probing for Unimodal and MultiModal Membership Inference A!acks leveraging internal LLM states

cs.CR

cs.AI

Released Date: November 29, 2024

Authors: Luis Ibanez-Lissen¹, Lorena Gonzalez-Manzano², Jose Maria de Fuentes³, Nicolas Anciaux⁴, Joaquin Garcia-Alfaro⁵

Aff.: ¹Universidad Carlos III de Madrid, Leganes, Madrid, Spain; ²Universidad Carlos III de Madrid, Leganes, Madrid, Spain; Institut Politechnique de Paris, Palaiseau, France; ³Universidad Carlos III de Madrid, Leganes, Madrid, Spain; Inria, Palaiseau, France; ⁴Inria, UVSQ, U. Paris-Saclay, Palaiseau, France; ⁵Institut Politechnique de Paris, Palaiseau, France

Arxiv: http://arxiv.org/pdf/2411.19876v1