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
ModeConv: A Novel Convolution for Distinguishing Anomalous and Normal Structural Behavior Melanie Schaller Daniel Schlor Andreas Hotho 18 3 0 28 Jun 2024
KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning Roman Bresson Giannis Nikolentzos G. Panagopoulos Michail Chatzianastasis Jun Pang Michalis Vazirgiannis 63 42 0 26 Jun 2024
Distributed Training of Large Graph Neural Networks with Variable Communication Rates J. Cerviño Md Asadullah Turja Hesham Mostafa N. Himayat Alejandro Ribeiro GNN AI4CE 44 0 0 25 Jun 2024
Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning Tianfu Wang Li Shen Qilin Fan Tong Bill Xu Tongliang Liu Hui Xiong 13 3 0 25 Jun 2024
GC-Bench: A Benchmark Framework for Graph Condensation with New Insights Shengbo Gong Juntong Ni Noveen Sachdeva Carl Yang Wei Jin DD 34 3 0 24 Jun 2024
Root Cause Analysis of Anomalies in 5G RAN Using Graph Neural Network and Transformer Antor Hasan Conrado Boeira K. Papry Yue Ju Zhongwen Zhu I. Haque 18 0 0 21 Jun 2024
Efficient Graph Similarity Computation with Alignment Regularization Wei Zhuo Guang Tan 27 17 0 21 Jun 2024
Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark Yili Wang Yixin Liu Xu Shen Chenyu Li Kaize Ding Rui Miao Ying Wang Shirui Pan Xin Wang 32 8 0 21 Jun 2024
Graph Neural Networks for Job Shop Scheduling Problems: A Survey Igor G. Smit Jianan Zhou Robbert Reijnen Yaoxin Wu Jian Chen Cong Zhang Z. Bukhsh Wim P. M. Nuijten Yingqian Zhang GNN AI4CE 34 8 0 20 Jun 2024
Behavior-Inspired Neural Networks for Relational Inference Yulong Yang Bowen Feng Keqin Wang Naomi Ehrich Leonard Adji Bousso Dieng Christine Allen-Blanchette 29 1 0 20 Jun 2024
MM-GTUNets: Unified Multi-Modal Graph Deep Learning for Brain Disorders Prediction Luhui Cai Weiming Zeng Hongyu Chen Hua Zhang Yueyang Li Hongjie Yan Lingbin Bian Lingbin Bian Wai Ting Siok Nizhuan Wang MedIm 45 3 0 20 Jun 2024
A Unified Framework for Combinatorial Optimization Based on Graph Neural Networks Yaochu Jin Xueming Yan Shiqing Liu Xiangyu Wang 39 3 0 19 Jun 2024
Scale-Translation Equivariant Network for Oceanic Internal Solitary Wave Localization Zhang Wan Shuo Wang Xudong Zhang 36 0 0 18 Jun 2024
Demystifying Higher-Order Graph Neural Networks Maciej Besta Florian Scheidl Lukas Gianinazzi S. Klaiman Jürgen Müller Torsten Hoefler 38 2 0 18 Jun 2024
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs Kun Wang Guibin Zhang Xinnan Zhang Junfeng Fang Xun Wu Guohao Li Shirui Pan Wei-Ming Huang Yuxuan Liang 21 4 0 18 Jun 2024
Semantic Graph Consistency: Going Beyond Patches for Regularizing Self-Supervised Vision Transformers Chaitanya Devaguptapu Sumukh K. Aithal Shrinivas Ramasubramanian Moyuru Yamada Manohar Kaul ViT 18 0 0 18 Jun 2024
SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting Yue Jiang Xiucheng Li Yile Chen Shuai Liu Weilong Kong Antonis F. Lentzakis Gao Cong AI4TS AI4CE 29 1 0 18 Jun 2024
UniGLM: Training One Unified Language Model for Text-Attributed Graphs Yi Fang Dongzhe Fan Sirui Ding Ninghao Liu Qiaoyu Tan VLM 26 3 0 17 Jun 2024
GAugLLM: Improving Graph Contrastive Learning for Text-Attributed Graphs with Large Language Models Yi Fang Dongzhe Fan Daochen Zha Qiaoyu Tan 37 9 0 17 Jun 2024
On GNN explanability with activation rules Luca Veyrin-Forrer Ataollah Kamal Stefan Duffner Marc Plantevit C. Robardet AI4CE 19 2 0 17 Jun 2024
On the Feasibility of Fidelity $^-$ for Graph Pruning Yong-Min Shin Won-Yong Shin 23 0 0 17 Jun 2024
E-SAGE: Explainability-based Defense Against Backdoor Attacks on Graph Neural Networks Dingqiang Yuan Xiaohua Xu Lei Yu Tongchang Han Rongchang Li Meng Han AAML 19 1 0 15 Jun 2024
Benchmarking Spectral Graph Neural Networks: A Comprehensive Study on Effectiveness and Efficiency Ningyi Liao Haoyu Liu Zulun Zhu Siqiang Luo L. Lakshmanan 34 2 0 14 Jun 2024
An Intrinsic Vector Heat Network Alexander Gao Maurice Chu Mubbasir Kapadia Ming C. Lin Hsueh-Ti Derek Liu AI4CE 21 0 0 14 Jun 2024
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Pengyun Wang Junyu Luo Yanxin Shen Siyu Heng Xiao Luo 39 1 0 13 Jun 2024
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification Yuankai Luo Lei Shi Xiao-Ming Wu 27 15 0 13 Jun 2024
Motif-driven Subgraph Structure Learning for Graph Classification Zhiyao Zhou Sheng Zhou Bochao Mao Jiawei Chen Qingyun Sun Yan Feng Chun-Yen Chen Can Wang 38 1 0 13 Jun 2024
Introducing Diminutive Causal Structure into Graph Representation Learning Hang Gao Peng Qiao Yifan Jin Fengge Wu Jiangmeng Li Changwen Zheng 20 3 0 13 Jun 2024
BaSeNet: A Learning-based Mobile Manipulator Base Pose Sequence Planning for Pickup Tasks Lakshadeep Naik Sinan Kalkan S. Sørensen Mikkel B. Kjærgaard Norbert Kruger 19 1 0 12 Jun 2024
Pre-Training Identification of Graph Winning Tickets in Adaptive Spatial-Temporal Graph Neural Networks Wenying Duan Tianxiang Fang Hong Rao Xiaoxi He 41 0 0 12 Jun 2024
Graph Transductive Defense: a Two-Stage Defense for Graph Membership Inference Attacks Peizhi Niu Chao Pan Siheng Chen Olgica Milenkovic AAML 23 0 0 12 Jun 2024
Graph-based multi-Feature fusion method for speech emotion recognition Xueyu Liu Jie Lin Chao Wang 53 0 0 11 Jun 2024
Embedded Graph Convolutional Networks for Real-Time Event Data Processing on SoC FPGAs K. Jeziorek Piotr Wzorek Krzysztof Blachut Andrea Pinna T. Kryjak GNN 27 4 0 11 Jun 2024
Personalized Binomial DAGs Learning with Network Structured Covariates Boxin Zhao Weishi Wang Dingyuan Zhu Ziqi Liu Dong Wang Zhiqiang Zhang Jun Zhou Mladen Kolar CML 16 0 0 10 Jun 2024
Expressive Power of Graph Neural Networks for (Mixed-Integer) Quadratic Programs Ziang Chen Xiaohan Chen Jialin Liu Xinshang Wang Wotao Yin 41 4 0 09 Jun 2024
A Survey on Text-guided 3D Visual Grounding: Elements, Recent Advances, and Future Directions Daizong Liu Yang Liu Wencan Huang Wei Hu LM&Ro 29 9 0 09 Jun 2024
Transfer Entropy in Graph Convolutional Neural Networks Adrian Moldovan A. Cataron Razvan Andonie GNN 23 1 0 08 Jun 2024
Enhancing Size Generalization in Graph Neural Networks through Disentangled Representation Learning Zheng Huang Qihui Yang Dawei Zhou Yujun Yan AI4CE 23 2 0 07 Jun 2024
Node-wise Filtering in Graph Neural Networks: A Mixture of Experts Approach Haoyu Han Juanhui Li Wei Huang Xianfeng Tang Hanqing Lu Chen Luo Hui Liu Jiliang Tang 33 5 0 05 Jun 2024
Efficient User Sequence Learning for Online Services via Compressed Graph Neural Networks Yucheng Wu Liyue Chen Yu Cheng Shuai Chen Jinyu Xu Leye Wang GNN 32 0 0 05 Jun 2024
Hyperbolic Benchmarking Unveils Network Topology-Feature Relationship in GNN Performance Roya Aliakbarisani Robert Jankowski M. Á. Serrano Marián Boguná 25 0 0 04 Jun 2024
Long Range Propagation on Continuous-Time Dynamic Graphs Alessio Gravina Giulio Lovisotto Claudio Gallicchio Davide Bacciu Claas Grohnfeldt AI4TS 36 6 0 04 Jun 2024
GEFL: Extended Filtration Learning for Graph Classification Simon Zhang Soham Mukherjee T. Dey 43 10 0 04 Jun 2024
Graph Neural Networks Do Not Always Oversmooth Bastian Epping Alexandre René M. Helias Michael T. Schaub 33 3 0 04 Jun 2024
Fast and Scalable Multi-Kernel Encoder Classifier Cencheng Shen 22 2 0 04 Jun 2024
Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters Y. Lin Ronen Talmon Ron Levie 34 0 0 03 Jun 2024
A Multi-Graph Convolutional Neural Network Model for Short-Term Prediction of Turning Movements at Signalized Intersections Jewel Rana Palit Osama A Osman 22 0 0 02 Jun 2024
Graph Neural Networks for Brain Graph Learning: A Survey Xuexiong Luo Jia Wu Jian Yang Shan Xue Amin Beheshti Quan Z. Sheng David Mcalpine Paul F. Sowman Alexis Giral Philip S. Yu AI4CE 16 4 0 01 Jun 2024
Beyond Conventional Parametric Modeling: Data-Driven Framework for Estimation and Prediction of Time Activity Curves in Dynamic PET Imaging N. Zakariaei Arman Rahmim Eldad Haber MedIm 14 0 0 31 May 2024
Automatic Graph Topology-Aware Transformer Chao Wang Jiaxuan Zhao Lingling Li Licheng Jiao Fang Liu Shuyuan Yang ViT 22 2 0 30 May 2024