April 2, 2024, 7:43 p.m. | Thanh Tam Nguyen, Thanh Trung Huynh, Zhao Ren, Thanh Toan Nguyen, Phi Le Nguyen, Hongzhi Yin, Quoc Viet Hung Nguyen

cs.LG updates on arXiv.org arxiv.org

arXiv:2404.00673v1 Announce Type: cross
Abstract: As the adoption of explainable AI (XAI) continues to expand, the urgency to address its privacy implications intensifies. Despite a growing corpus of research in AI privacy and explainability, there is little attention on privacy-preserving model explanations. This article presents the first thorough survey about privacy attacks on model explanations and their countermeasures. Our contribution to this field comprises a thorough analysis of research papers with a connected taxonomy that facilitates the categorisation of privacy …

arxiv attacks cs.ai cs.cr cs.cy cs.lg privacy risks survey type

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