Enhancing the Resilience of Graph Neural Networks to Topological
Perturbations in Sparse Graphs

Enhancing the Resilience of Graph Neural Networks to Topological Perturbations in Sparse Graphs

5 June 2024

ArXiv (abs)PDF HTML

Papers citing "Enhancing the Resilience of Graph Neural Networks to Topological Perturbations in Sparse Graphs"

18 / 18 papers shown

Title
Topological Neural Networks over the Air Simone Fiorellino Claudio Battiloro Paolo Di Lorenzo 122 3 0 17 Feb 2025
Scalable Multi-agent Covering Option Discovery based on Kronecker Graphs Jiayu Chen Jingdi Chen Tian-Shing Lan Vaneet Aggarwal 26 13 0 21 Jul 2023
Uncertainty-Aware Robust Learning on Noisy Graphs Shuyi Chen Kaize Ding Shixiang Zhu 88 5 0 14 Jun 2023
Toward Robust Graph Semi-Supervised Learning against Extreme Data Scarcity Kaize Ding E. Nouri Guoqing Zheng Huan Liu Ryen W. White 86 10 0 26 Aug 2022
Robust Node Classification on Graphs: Jointly from Bayesian Label Transition and Topology-based Label Propagation Jun Zhuang M. Hasan 60 20 0 21 Aug 2022
RecipeRec: A Heterogeneous Graph Learning Model for Recipe Recommendation Yijun Tian Chuxu Zhang Zhichun Guo Chao Huang Ronald A Metoyer Nitesh Chawla 60 29 0 24 May 2022
NoiLIn: Improving Adversarial Training and Correcting Stereotype of Noisy Labels Jingfeng Zhang Xilie Xu Bo Han Tongliang Liu Gang Niu Li-zhen Cui Masashi Sugiyama NoLa AAML 68 9 0 31 May 2021
Multipath Graph Convolutional Neural Networks Rangan Das Bikram Boote Saumik Bhattacharya U. Maulik GNN 48 2 0 04 May 2021
Graph Neural Networks in Recommender Systems: A Survey Shiwen Wu Fei Sun Wentao Zhang Xu Xie Tengjiao Wang GNN 156 1,238 0 04 Nov 2020
Random Walks: A Review of Algorithms and Applications Xiwei Xu Jiaying Liu Hansong Nie Yonghao Fu Liangtian Wan X. Kong 64 190 0 09 Aug 2020
Bayesian Graph Neural Networks with Adaptive Connection Sampling Arman Hasanzadeh Ehsan Hajiramezanali Shahin Boluki Mingyuan Zhou N. Duffield Krishna R. Narayanan Xiaoning Qian BDL 46 118 0 07 Jun 2020
Graph Random Neural Network for Semi-Supervised Learning on Graphs Wenzheng Feng Jie Zhang Yuxiao Dong Yu Han Huanbo Luan Qian Xu Qiang Yang Evgeny Kharlamov Jie Tang 100 394 0 22 May 2020
Graph Structure Learning for Robust Graph Neural Networks Wei Jin Yao Ma Xiaorui Liu Xianfeng Tang Suhang Wang Jiliang Tang OOD AAML 84 707 0 20 May 2020
On a Sparse Shortcut Topology of Artificial Neural Networks Fenglei Fan Dayang Wang Hengtao Guo Qikui Zhu Pingkun Yan Ge Wang Hengyong Yu 78 22 0 22 Nov 2018
Predict then Propagate: Graph Neural Networks meet Personalized PageRank Johannes Klicpera Aleksandar Bojchevski Stephan Günnemann GNN 225 1,691 0 14 Oct 2018
N-GCN: Multi-scale Graph Convolution for Semi-supervised Node Classification Sami Abu-El-Haija Amol Kapoor Bryan Perozzi Joonseok Lee GNN SSL 73 260 0 24 Feb 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 481 20,225 0 30 Oct 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 512 15,319 0 07 Jun 2017

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.