@@ -51,6 +51,7 @@ Search keywords like conference name (e.g., ```NeurIPS```), task name (e.g., ```
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5252| Year | Title | Type | Target Task | Target Model | Venue | Paper | Code |
5353| ---- | ------------------------------------------------------------ | ------ | ----------------------------------------------- | ------------------------------------------------------------ | ------------------------------------------------------- | ------------------------------------------------------------ | ------------------------------------------------------------ |
54+ | 2023 | ** Revisiting Robustness in Graph Machine Learning** | Attack | Node Classification | GCN, SGC, APPNP, GAT, GATv2, GraphSAGE, LP | ICLR'23 | [ Link] ( https://arxiv.org/pdf/2305.00851.pdf ) | [ Link] ( https://github.com/saper0/revisiting_robustness ) |
5455 | 2023 | ** Unnoticeable Backdoor Attacks on Graph Neural Networks** | Attack | Node classification, Graph classification | GCN, GraphSage, and GAT | ArXiv | [ Link] ( https://arxiv.org/abs/2303.01263 ) | [ Link] ( https://github.com/ventr1c/UGBA )
5556 | 2023 | ** Attacking Fake News Detectors via Manipulating News Social Engagement** | Attack | Fake News Detection| GAT, GCN, and GraphSAGE) | WWW'23 | [ Link] ( https://arxiv.org/pdf/2302.07363.pdf ) | [ Link] ( https://github.com/hwang219/AttackFakeNews )
5657 | 2023 | ** HyperAttack: Multi-Gradient-Guided White-box Adversarial Structure Attack of Hypergraph Neural Networks** | Attack | Node Classification | HGNNs | ArXiv | [ Link] ( https://arxiv.org/abs/2302.12407 ) |
@@ -259,6 +260,7 @@ Search keywords like conference name (e.g., ```NeurIPS```), task name (e.g., ```
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260261| Year | Title | Type | Target Task | Target Model | Venue | Paper | Code |
261262| ---- | ------------------------------------------------------------ | ------- | --------------------------------------------------------- | ------------------------------------------------------------ | ------------------------------------------------- | ------------------------------------------------------------ | ------------------------------------------------------------ |
263+ | 2023 | ** Revisiting Robustness in Graph Machine Learning** | Defense | Node Classification | GCN, SGC, APPNP, GAT, GATv2, GraphSAGE, LP | ICLR'23 | [ Link] ( https://arxiv.org/pdf/2305.00851.pdf ) | [ Link] ( https://github.com/saper0/revisiting_robustness ) |
262264| 2023 | ** Empowering Graph Representation Learning with Test-Time Graph Transformation** | Defense | Node Classification | GCN | ICLR | [ Link] ( https://openreview.net/forum?id=Lnxl5pr018 ) | [ Link] ( https://github.com/ChandlerBang/GTrans ) |
263265| 2023 | ** Adversarial Danger Identification on Temporally Dynamic Graph** | Defense | Temporally Dynamic Graphs | Hybrid GNN-based time series classifier | IEEE Transactions on Neural Networks and Learning Systems | [ Link] ( https://ieeexplore.ieee.org/abstract/document/10068359 ) |
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