GNN

Adversarial Model Extraction on Graph Neural Networks

Authors: David DeFazio, Arti Ramesh | Published: 2019-12-16
GNN
モデル設計
機械学習の基礎

Certifiable Robustness to Graph Perturbations

Authors: Aleksandar Bojchevski, Stephan Günnemann | Published: 2019-10-31 | Updated: 2019-12-19
GNN
攻撃手法
脆弱性評価手法

Edge Dithering for Robust Adaptive Graph Convolutional Networks

Authors: Vassilis N. Ioannidis, Georgios B. Giannakis | Published: 2019-10-21
GNN
ポイズニング
モデルアーキテクチャ

Heterogeneous Graph Matching Networks

Authors: Shen Wang, Zhengzhang Chen, Xiao Yu, Ding Li, Jingchao Ni, Lu-An Tang, Jiaping Gui, Zhichun Li, Haifeng Chen, Philip S. Yu | Published: 2019-10-17
GNN
グラフ表現学習
サイバー脅威