Privacy-preserving explainable AI: a survey

TT Nguyen, TT Huynh, Z Ren, TT Nguyen… - Science China …, 2025 - Springer
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 …

A survey of privacy-preserving model explanations: Privacy risks, attacks, and countermeasures

TT Nguyen, TT Huynh, Z Ren, TT Nguyen… - arXiv preprint arXiv …, 2024 - arxiv.org
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 …

Privacy-Preserving Algorithmic Recourse

S Pentyala, S Sharma, S Kariyappa, F Lecue… - arXiv preprint arXiv …, 2023 - arxiv.org
When individuals are subject to adverse outcomes from machine learning models, providing
a recourse path to help achieve a positive outcome is desirable. Recent work has shown …