Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach

Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach

10 October 2023

Papers citing "Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach"

16 / 16 papers shown

Title
Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks Z. Liu Xiaoda Wang Bohan Wang Zijie Huang Carl Yang Wei-dong Jin AI4TS AI4CE 44 0 0 29 Mar 2025
Improving Adversarial Robustness via Phase and Amplitude-aware Prompting Yibo Xu Dawei Zhou Decheng Liu N. Wang AAML 47 0 0 06 Feb 2025
Bridging Large Language Models and Graph Structure Learning Models for Robust Representation Learning Guangxin Su Yifan Zhu Wenjie Zhang Hanchen Wang Ying Zhang 28 1 0 15 Oct 2024
PRFusion: Toward Effective and Robust Multi-Modal Place Recognition with Image and Point Cloud Fusion Sijie Wang Qiyu Kang Rui She Kai Zhao Yang Song Wee Peng Tay 3DPC 15 0 0 07 Oct 2024
Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks? Zhongjian Zhang Xiao Wang Huichi Zhou Yue Yu Mengmei Zhang Cheng Yang Chuan Shi AAML 21 3 0 16 Aug 2024
Enhancing the Resilience of Graph Neural Networks to Topological Perturbations in Sparse Graphs Shuqi He Jun Zhuang Ding Wang Luyao Peng Jun Song AAML 26 1 0 05 Jun 2024
Graph Adversarial Diffusion Convolution Songtao Liu Jinghui Chen Tianfan Fu Lu Lin Marinka Zitnik Dinghao Wu DiffM 20 2 0 04 Jun 2024
PointDifformer: Robust Point Cloud Registration With Neural Diffusion and Transformer Rui She Qiyu Kang Sijie Wang Wee Peng Tay Kai Zhao Yang Song Tianyu Geng Yi Xu Diego Navarro Navarro Andreas Hartmannsgruber 3DPC DiffM 25 13 0 22 Apr 2024
SAGMAN: Stability Analysis of Graph Neural Networks on the Manifolds Wuxinlin Cheng Chenhui Deng Ali Aghdaei Zhiru Zhang Zhuo Feng AAML 14 1 0 13 Feb 2024
PosDiffNet: Positional Neural Diffusion for Point Cloud Registration in a Large Field of View with Perturbations Rui She Sijie Wang Qiyu Kang Kai Zhao Yang Song Wee Peng Tay Tianyu Geng Xingchao Jian DiffM 3DPC 27 2 0 06 Jan 2024
From Continuous Dynamics to Graph Neural Networks: Neural Diffusion and Beyond Andi Han Dai Shi Lequan Lin Junbin Gao AI4CE GNN 33 20 0 16 Oct 2023
Leveraging Label Non-Uniformity for Node Classification in Graph Neural Networks Feng Ji See Hian Lee Hanyang Meng Kai Zhao Jielong Yang Wee Peng Tay 33 12 0 29 Apr 2023
On the Robustness of Graph Neural Diffusion to Topology Perturbations Yang Song Qiyu Kang Sijie Wang Zhao Kai Wee Peng Tay DiffM AAML 42 35 0 16 Sep 2022
SGAT: Simplicial Graph Attention Network See Hian Lee Feng Ji Wee Peng Tay 57 22 0 24 Jul 2022
GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks Chenhui Deng Xiuyu Li Zhuobo Feng Zhiru Zhang AAML 34 18 0 30 Jan 2022
Symplectic Recurrent Neural Networks Zhengdao Chen Jianyu Zhang Martín Arjovsky Léon Bottou 134 219 0 29 Sep 2019