A Comprehensive Survey on Graph Neural Networks

3 January 2019

Philip S. Yu

Papers citing "A Comprehensive Survey on Graph Neural Networks"

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Title
Label Informed Contrastive Pretraining for Node Importance Estimation on Knowledge Graphs Tianyu Zhang Chengbin Hou Rui Jiang Xuegong Zhang Chenghu Zhou Ke Tang Hairong Lv 24 3 0 26 Feb 2024
Graph Learning with Distributional Edge Layouts Xinjian Zhao Chaolong Ying Tianshu Yu 23 0 0 26 Feb 2024
Smoothed Graph Contrastive Learning via Seamless Proximity Integration M. Behmanesh M. Ovsjanikov 16 0 0 23 Feb 2024
CaT-GNN: Enhancing Credit Card Fraud Detection via Causal Temporal Graph Neural Networks Yifan Duan Guibin Zhang Shilong Wang Xiaojiang Peng Ziqi Wang Junyuan Mao Hao Wu Xinke Jiang Kun Wang 41 6 0 22 Feb 2024
Linear-Time Graph Neural Networks for Scalable Recommendations Jiahao Zhang Rui Xue Wenqi Fan Xin Xu Qing Li Jian Pei Xiaorui Liu AI4CE 32 24 0 21 Feb 2024
A unifying primary framework for quantum graph neural networks from quantum graph states Ammar Daskin GNN 30 1 0 20 Feb 2024
Towards Robust Graph Incremental Learning on Evolving Graphs Junwei Su Difan Zou Zijun Zhang Chuan Wu CLL OOD 22 18 0 20 Feb 2024
Endowing Pre-trained Graph Models with Provable Fairness Zhongjian Zhang Mengmei Zhang Yue Yu Cheng Yang Jiawei Liu Chuan Shi 33 8 0 19 Feb 2024
Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models Lanning Wei Jun Gao Huan Zhao Quanming Yao 25 1 0 18 Feb 2024
Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network Lin Chen Fengli Xu Nian Li Zhenyu Han Meng Wang Yong Li Pan Hui LRM 31 7 0 18 Feb 2024
Expressive Higher-Order Link Prediction through Hypergraph Symmetry Breaking Simon Zhang Cheng Xin Tamal K. Dey 35 1 0 17 Feb 2024
Unlink to Unlearn: Simplifying Edge Unlearning in GNNs Jiajun Tan Fei Sun Ruichen Qiu Du Su Huawei Shen MU 10 7 0 16 Feb 2024
Deep Spectral Meshes: Multi-Frequency Facial Mesh Processing with Graph Neural Networks Robert Kosk Richard Southern Lihua You Shaojun Bian Willem Kokke Greg Maguire 3DH CVBM 17 0 0 15 Feb 2024
Large Scale Constrained Clustering With Reinforcement Learning Benedikt Schesch Marco Caserta 12 0 0 15 Feb 2024
Node Duplication Improves Cold-start Link Prediction Zhichun Guo Tong Zhao Yozen Liu Kaiwen Dong William Shiao Neil Shah Nitesh V. Chawla AI4CE 18 3 0 15 Feb 2024
GraSSRep: Graph-Based Self-Supervised Learning for Repeat Detection in Metagenomic Assembly Ali Azizpour Advait Balaji T. Treangen Santiago Segarra 16 3 0 14 Feb 2024
Multi-Hierarchical Surrogate Learning for Structural Dynamical Crash Simulations Using Graph Convolutional Neural Networks Jonas Kneifl Jörg Fehr Steven L. Brunton J. Nathan Kutz AI4CE 22 1 0 14 Feb 2024
Position: Topological Deep Learning is the New Frontier for Relational Learning Theodore Papamarkou Tolga Birdal Michael M. Bronstein Gunnar Carlsson Justin Curry ... Petar Velickovic Bei Wang Yusu Wang Guo-Wei Wei Ghada Zamzmi AI4CE 54 24 0 14 Feb 2024
Disambiguated Node Classification with Graph Neural Networks Tianxiang Zhao Xiang Zhang Suhang Wang AI4CE 24 2 0 13 Feb 2024
Graph Mamba: Towards Learning on Graphs with State Space Models Ali Behrouz Farnoosh Hashemi AI4CE 104 58 0 13 Feb 2024
Parallel-friendly Spatio-Temporal Graph Learning for Photovoltaic Degradation Analysis at Scale Yangxin Fan Raymond J. Wieser L. Bruckman R. French Yinghui Wu 34 0 0 13 Feb 2024
Learning Cartesian Product Graphs with Laplacian Constraints Changhao Shi Gal Mishne 13 1 0 12 Feb 2024
UGMAE: A Unified Framework for Graph Masked Autoencoders Yijun Tian Chuxu Zhang Ziyi Kou Zheyuan Liu Xiangliang Zhang Nitesh V. Chawla 19 1 0 12 Feb 2024
Learning by Watching: A Review of Video-based Learning Approaches for Robot Manipulation Chrisantus Eze Christopher Crick SSL 74 11 0 11 Feb 2024
Distilling Morphology-Conditioned Hypernetworks for Efficient Universal Morphology Control Zheng Xiong Risto Vuorio Jacob Beck Matthieu Zimmer Kun Shao Shimon Whiteson 27 1 0 09 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 37 5 0 09 Feb 2024
Rethinking Node-wise Propagation for Large-scale Graph Learning Xunkai Li Jingyuan Ma Zhengyu Wu Daohan Su Wentao Zhang Ronghua Li Guoren Wang AI4CE 28 11 0 09 Feb 2024
Adaptive Hypergraph Network for Trust Prediction Rongwei Xu Guanfeng Liu Yan Wang Xuyun Zhang Kai Zheng Xiaofang Zhou 19 0 0 07 Feb 2024
Two Trades is not Baffled: Condensing Graph via Crafting Rational Gradient Matching Tianle Zhang Yuchen Zhang Kun Wang Kai Wang Beining Yang Kaipeng Zhang Wenqi Shao Ping Liu Joey Tianyi Zhou Yang You DD 63 13 0 07 Feb 2024
The Future of Cognitive Strategy-enhanced Persuasive Dialogue Agents: New Perspectives and Trends Mengqi Chen Bin Guo Hao Wang Haoyu Li Qian Zhao Jingqi Liu Yasan Ding Yan Pan Zhiwen Yu LLMAG 38 1 0 07 Feb 2024
LIPSTICK: Corruptibility-Aware and Explainable Graph Neural Network-based Oracle-Less Attack on Logic Locking Yeganeh Aghamohammadi Amin Rezaei AAML 11 3 0 06 Feb 2024
Path Signatures and Graph Neural Networks for Slow Earthquake Analysis: Better Together? Hans Riess M. Veveakis Michael M. Zavlanos 18 2 0 05 Feb 2024
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism Propagation Yuanyi Wang Wei Tang Haifeng Sun Zirui Zhuang Xiaoyuan Fu Jingyu Wang Qi Qi Jianxin Liao 16 1 0 05 Feb 2024
EXGC: Bridging Efficiency and Explainability in Graph Condensation Junfeng Fang Xinglin Li Yongduo Sui Yuan Gao Guibin Zhang Kun Wang Xiang Wang Xiangnan He DD 51 19 0 05 Feb 2024
Advancing Graph Representation Learning with Large Language Models: A Comprehensive Survey of Techniques Qiheng Mao Zemin Liu Chenghao Liu Zhuo Li Jianling Sun 14 7 0 04 Feb 2024
NetLLM: Adapting Large Language Models for Networking Duo Wu Xianda Wang Yaqi Qiao Zhi Wang Junchen Jiang Shuguang Cui Fangxin Wang 29 30 0 04 Feb 2024
GITA: Graph to Visual and Textual Integration for Vision-Language Graph Reasoning Yanbin Wei Shuai Fu Weisen Jiang Zejian Zhang Zhixiong Zeng Qi Wu James T. Kwok Yu Zhang 31 11 0 03 Feb 2024
A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions Hung Du Srikanth Thudumu Rajesh Vasa K. Mouzakis LLMAG 42 8 0 03 Feb 2024
Two Heads Are Better Than One: Boosting Graph Sparse Training via Semantic and Topological Awareness Guibin Zhang Yanwei Yue Kun Wang Junfeng Fang Yongduo Sui Kai Wang Yuxuan Liang Dawei Cheng Shirui Pan Tianlong Chen 27 10 0 02 Feb 2024
Benchmarking Sensitivity of Continual Graph Learning for Skeleton-Based Action Recognition Wei Wei Tom De Schepper Kevin Mets 29 2 0 31 Jan 2024
Online Algorithm for Node Feature Forecasting in Temporal Graphs Aniq Ur Rahman J. Coon 25 0 0 30 Jan 2024
PrIsing: Privacy-Preserving Peer Effect Estimation via Ising Model Abhinav Chakraborty Anirban Chatterjee Abhinandan Dalal 13 0 0 29 Jan 2024
A Comprehensive Survey on Graph Reduction: Sparsification, Coarsening, and Condensation Mohammad Hashemi Shengbo Gong Juntong Ni Wenqi Fan B. A. Prakash Wei-dong Jin DD 64 39 0 29 Jan 2024
DGNN: Decoupled Graph Neural Networks with Structural Consistency between Attribute and Graph Embedding Representations Jinlu Wang Jipeng Guo Yanfeng Sun Junbin Gao Shaofan Wang Yachao Yang Baocai Yin AI4CE 21 2 0 28 Jan 2024
Product Manifold Representations for Learning on Biological Pathways Daniel McNeela Frederic Sala A. Gitter GNN 69 2 0 27 Jan 2024
FedGT: Federated Node Classification with Scalable Graph Transformer Zaixin Zhang Qingyong Hu Yang Yu Weibo Gao Qi Liu FedML 33 2 0 26 Jan 2024
PepGB: Facilitating peptide drug discovery via graph neural networks Yipin Lei Xu Wang Meng Fang Han Li Xiang Li Jianyang Zeng 13 1 0 26 Jan 2024
Manifold GCN: Diffusion-based Convolutional Neural Network for Manifold-valued Graphs M. Hanik Gabriele Steidl C. V. Tycowicz GNN MedIm 19 3 0 25 Jan 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 63 26 0 25 Jan 2024
LPNL: Scalable Link Prediction with Large Language Models Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Xueqi Cheng LRM 30 6 0 24 Jan 2024