Do Explanations Increase the Risk of Decision Logic Leakage? Explanation-Guided Stealing of Graph Models 事件

PRODUCT_LAUNCH2026-06-03影响: MEDIUM

Do Explanations Increase the Risk of Decision Logic Leakage? Explanation-Guided Stealing of Graph Models arXiv:2506.03087v2 Announce Type: replace-cross Abstract: Graph Neural Networks (GNNs) have become essential tools for analyzing graph-structured data in domains such as drug discovery and financial analysis, leading to a growing demand for model transparency. Recent advances in explainable GNNs have addressed this need by revealing important subgraphs that influence predictions, but these e