Bolin Shen
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126
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Crypto×1AI×1ML×1
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2026
GraphIP-Bench: How Hard Is It to Steal a Graph Neural Network, and Can We Stop It?
The paper introduces GraphIP-Bench, a unified benchmark that demonstrates that stealing Graph Neural Networks (GNNs) is relatively easy, and existing defenses often fail to maintain their integrity after the model is successfully extracted.
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Papers
cs.CRcs.AIcs.LGRecentMay 12, 2026
GraphIP-Bench: How Hard Is It to Steal a Graph Neural Network, and Can We Stop It?
Kaixiang Zhao, Bolin Shen, Yuyang Dai, Shayok Chakraborty +1 more
The paper introduces GraphIP-Bench, a unified benchmark that demonstrates that stealing Graph Neural Networks (GNNs) is relatively easy, and existing defenses often fail to maintain their integrity af…
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