GNNFingers: A Fingerprinting Framework for Verifying Ownerships of Graph Neural Networks

Author:

You Xiaoyu1ORCID,Jiang Youhe1ORCID,Xu Jianwei1ORCID,Zhang Mi1ORCID,Yang Min1ORCID

Affiliation:

1. Fudan University, Shanghai, China

Publisher

ACM

Reference47 articles.

1. S. Abu-El-Haija B. Perozzi R. Al-Rfou and A. Alemi. 2017. Watch Your Step: Learning Node Embeddings via Graph Attention. (2017).

2. SimGNN

3. James Beetham, Navid Kardan, Ajmal Mian, and Mubarak Shah. 2023. Dual Student Networks for Data-Free Model Stealing. arXiv preprint arXiv:2309.10058 (2023).

4. K. M. Borgwardt, O. C. Soon, S. Stefan, Svn Vishwanathan, A. J. Smola, and Kriegel Hans-Peter. 2005. Protein function prediction via graph kernels. Bioinformatics suppl_1 (2005), i47.

5. X. Cao J. Jia and N. Z. Gong. 2019. IPGuard: Protecting the Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary. (2019).

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