Graph Neural Networks: Taxonomy, Advances and Trends

16 December 2020

Papers citing "Graph Neural Networks: Taxonomy, Advances and Trends"

50 / 339 papers shown

Title
Partition-wise Graph Filtering: A Unified Perspective Through the Lens of Graph Coarsening Guoming Li Jian Yang Yifan Chen 113 0 0 20 May 2025
Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain Adaptation Zhen Zhang Bingsheng He 153 2 0 05 Feb 2025
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning Naheed Anjum Arafat D. Basu Yulia R. Gel Yuzhou Chen AAML 367 1 0 21 Sep 2024
Graph Anomaly Detection in Time Series: A Survey Thi Kieu Khanh Ho Ali Karami Narges Armanfard AI4TS 88 6 0 31 Jan 2023
Training Graph Neural Networks with 1000 Layers Guohao Li Matthias Muller Guohao Li V. Koltun GNN AI4CE 72 238 0 14 Jun 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Feng Xia Philip S. Yu SSL 70 555 0 27 Feb 2021
Self-Supervised Learning of Graph Neural Networks: A Unified Review Yaochen Xie Zhao Xu Jingtun Zhang Zhengyang Wang Shuiwang Ji SSL 63 328 0 22 Feb 2021
RetaGNN: Relational Temporal Attentive Graph Neural Networks for Holistic Sequential Recommendation Cheng-Mao Hsu Cheng-Te Li 35 72 0 29 Jan 2021
Interpreting and Unifying Graph Neural Networks with An Optimization Framework Meiqi Zhu Xiao Wang C. Shi Houye Ji Peng Cui AI4CE 86 201 0 28 Jan 2021
Graph Kernels: State-of-the-Art and Future Challenges Karsten Borgwardt Elisabetta Ghisu Felipe Llinares-López Leslie O’Bray Bastian Rieck AI4TS 45 105 0 07 Nov 2020
Graph Contrastive Learning with Adaptive Augmentation Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang 62 1,091 0 27 Oct 2020
Iterative Graph Self-Distillation Hanlin Zhang Shuai Lin Weiyang Liu Pan Zhou Jian Tang Xiaodan Liang Eric Xing SSL 80 33 0 23 Oct 2020
Rethinking pooling in graph neural networks Diego Mesquita Amauri Souza Samuel Kaski GNN AI4CE 98 116 0 22 Oct 2020
Sub-graph Contrast for Scalable Self-Supervised Graph Representation Learning Yizhu Jiao Yun Xiong Jiawei Zhang Yao Zhang Tianqi Zhang Yangyong Zhu SSL 37 169 0 22 Sep 2020
Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning Costas Mavromatis George Karypis 35 54 0 15 Sep 2020
CAGNN: Cluster-Aware Graph Neural Networks for Unsupervised Graph Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Shu Wu Liang Wang SSL GNN 39 28 0 03 Sep 2020
Towards Deeper Graph Neural Networks Meng Liu Hongyang Gao Shuiwang Ji GNN AI4CE 80 604 0 18 Jul 2020
GPT-GNN: Generative Pre-Training of Graph Neural Networks Ziniu Hu Yuxiao Dong Kuansan Wang Kai-Wei Chang Yizhou Sun SSL AI4CE 87 554 0 27 Jun 2020
Hybrid Spatio-Temporal Graph Convolutional Network: Improving Traffic Prediction with Navigation Data Rui Dai Shenkun Xu Qian Gu Chenguang Ji Kaikui Liu AI4TS 49 103 0 23 Jun 2020
HNHN: Hypergraph Networks with Hyperedge Neurons Yihe Dong W. Sawin Yoshua Bengio GNN 26 131 0 22 Jun 2020
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training J. Qiu Qibin Chen Yuxiao Dong Jing Zhang Hongxia Yang Ming Ding Kuansan Wang Jie Tang SSL 164 942 0 17 Jun 2020
Contrastive Multi-View Representation Learning on Graphs Kaveh Hassani Amir Hosein Khas Ahmadi SSL 201 1,292 0 10 Jun 2020
On the Bottleneck of Graph Neural Networks and its Practical Implications Uri Alon Eran Yahav GNN 77 680 0 09 Jun 2020
Graph Partitioning and Graph Neural Network based Hierarchical Graph Matching for Graph Similarity Computation Haoyan Xu Ziheng Duan Jie Feng Runjian Chen Yida Huang Zhongbin Xu Yueyang Wang 34 34 0 16 May 2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs Weihua Hu Matthias Fey Marinka Zitnik Yuxiao Dong Hongyu Ren Bowen Liu Michele Catasta J. Leskovec 227 2,701 0 02 May 2020
LambdaNet: Probabilistic Type Inference using Graph Neural Networks Jiayi Wei Maruth Goyal Greg Durrett Işıl Dillig 47 108 0 29 Apr 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 316 1,471 0 18 Mar 2020
Towards High-Fidelity 3D Face Reconstruction from In-the-Wild Images Using Graph Convolutional Networks Jiangke Lin Yi Yuan Tianjia Shao Kun Zhou 3DH 3DV 57 103 0 12 Mar 2020
VSGNet: Spatial Attention Network for Detecting Human Object Interactions Using Graph Convolutions Oytun Ulutan A S M Iftekhar B. S. Manjunath 91 207 0 11 Mar 2020
A Survey on The Expressive Power of Graph Neural Networks Ryoma Sato 275 172 0 09 Mar 2020
Heterogeneous Graph Transformer Ziniu Hu Yuxiao Dong Kuansan Wang Yizhou Sun 256 1,183 0 03 Mar 2020
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 299 931 0 02 Mar 2020
Fine-grained Video-Text Retrieval with Hierarchical Graph Reasoning Shizhe Chen Yida Zhao Qin Jin Qi Wu 74 311 0 01 Mar 2020
Say As You Wish: Fine-grained Control of Image Caption Generation with Abstract Scene Graphs Shizhe Chen Qin Jin Peng Wang Qi Wu DiffM 72 216 0 01 Mar 2020
Memory-Based Graph Networks Amir Hosein Khas Ahmadi Kaveh Hassani Parsa Moradi Leo Lee Q. Morris GNN 68 90 0 21 Feb 2020
Generalization and Representational Limits of Graph Neural Networks Vikas Garg Stefanie Jegelka Tommi Jaakkola GNN 86 309 0 14 Feb 2020
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 266 1,105 0 13 Feb 2020
Graph Representation Learning via Graphical Mutual Information Maximization Zhen Peng Wenbing Huang Minnan Luo Q. Zheng Yu Rong Tingyang Xu Junzhou Huang SSL 105 572 0 04 Feb 2020
Efficient Probabilistic Logic Reasoning with Graph Neural Networks Yuyu Zhang Xinshi Chen Yu’an Yang Arun Ramamurthy Yue Liu Yuan Qi Le Song AI4CE 75 111 0 29 Jan 2020
Spectral Pyramid Graph Attention Network for Hyperspectral Image Classification T. Wang Guangming Wang K. E. Tan Donghui Tan 28 20 0 20 Jan 2020
Graph-Bert: Only Attention is Needed for Learning Graph Representations Jiawei Zhang Haopeng Zhang Congying Xia Li Sun 62 301 0 15 Jan 2020
Tensor Graph Convolutional Networks for Text Classification Xien Liu Xinxin You Xiao Zhang Ji Wu Ping Lv GNN 36 248 0 12 Jan 2020
General Partial Label Learning via Dual Bipartite Graph Autoencoder Brian Chen Bo Wu Alireza Zareian Hanwang Zhang Shih-Fu Chang 33 12 0 05 Jan 2020
Deep Learning for Learning Graph Representations Wenwu Zhu Xin Eric Wang Peng Cui GNN AI4CE 31 22 0 02 Jan 2020
A Gentle Introduction to Deep Learning for Graphs D. Bacciu Federico Errica Alessio Micheli Marco Podda AI4CE GNN 82 280 0 29 Dec 2019
RoadTagger: Robust Road Attribute Inference with Graph Neural Networks Songtao He Favyen Bastani Satvat Jagwani Edward Park Sofiane Abbar Mohammad Alizadeh H. Balakrishnan Sanjay Chawla Samuel Madden M. Sadeghi 33 34 0 28 Dec 2019
Cross-Modality Attention with Semantic Graph Embedding for Multi-Label Classification Renchun You Zhiyao Guo Lei Cui Xiang Long Sid Ying-Ze Bao Shilei Wen 46 184 0 17 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 282 42,038 0 03 Dec 2019
Contrastive Learning of Structured World Models Thomas Kipf Elise van der Pol Max Welling OCL DRL 56 279 0 27 Nov 2019
Multi-Component Graph Convolutional Collaborative Filtering Tianlin Li Ruijia Wang C. Shi Guojie Song Qingyong Li 43 116 0 25 Nov 2019