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A Comprehensive Survey on Graph Neural Networks

A Comprehensive Survey on Graph Neural Networks

3 January 2019
Zonghan Wu
Shirui Pan
Fengwen Chen
Guodong Long
Chengqi Zhang
Philip S. Yu
    FaML
    GNN
    AI4TS
    AI4CE
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Papers citing "A Comprehensive Survey on Graph Neural Networks"

50 / 2,808 papers shown
Title
Intelligent Hybrid Resource Allocation in MEC-assisted RAN Slicing
  Network
Intelligent Hybrid Resource Allocation in MEC-assisted RAN Slicing Network
Chong Zheng
Yongming Huang
Cheng Zhang
Tony Q. S. Quek
23
0
0
02 May 2024
WEST GCN-LSTM: Weighted Stacked Spatio-Temporal Graph Neural Networks
  for Regional Traffic Forecasting
WEST GCN-LSTM: Weighted Stacked Spatio-Temporal Graph Neural Networks for Regional Traffic Forecasting
Theodoros Theodoropoulos
Angelos-Christos Maroudis
Antonios Makris
Konstantinos Tserpes
AI4TS
18
0
0
01 May 2024
A Comprehensive Survey of Dynamic Graph Neural Networks: Models,
  Frameworks, Benchmarks, Experiments and Challenges
A Comprehensive Survey of Dynamic Graph Neural Networks: Models, Frameworks, Benchmarks, Experiments and Challenges
ZhengZhao Feng
Rui Wang
TianXing Wang
Mingli Song
Sai Wu
Shuibing He
AI4CE
17
10
0
01 May 2024
Counterfactual Explanations for Deep Learning-Based Traffic Forecasting
Counterfactual Explanations for Deep Learning-Based Traffic Forecasting
Rushan Wang
Yanan Xin
Yatao Zhang
Fernando Pérez-Cruz
Martin Raubal
AI4TS
19
3
0
01 May 2024
A Survey on Deep Active Learning: Recent Advances and New Frontiers
A Survey on Deep Active Learning: Recent Advances and New Frontiers
Dongyuan Li
Zhen Wang
Yankai Chen
Renhe Jiang
Weiping Ding
Manabu Okumura
36
18
0
01 May 2024
Generating Robust Counterfactual Witnesses for Graph Neural Networks
Generating Robust Counterfactual Witnesses for Graph Neural Networks
Dazhuo Qiu
Mengying Wang
Arijit Khan
Yinghui Wu
27
2
0
30 Apr 2024
Temporal Graph ODEs for Irregularly-Sampled Time Series
Temporal Graph ODEs for Irregularly-Sampled Time Series
Alessio Gravina
Daniele Zambon
Davide Bacciu
C. Alippi
AI4TS
CML
23
3
0
30 Apr 2024
Octopus v4: Graph of language models
Octopus v4: Graph of language models
Wei Chen
Zhiyuan Li
25
5
0
30 Apr 2024
EvGNN: An Event-driven Graph Neural Network Accelerator for Edge Vision
EvGNN: An Event-driven Graph Neural Network Accelerator for Edge Vision
Yufeng Yang
Adrian Kneip
Charlotte Frenkel
GNN
25
4
0
30 Apr 2024
Towards Incremental Learning in Large Language Models: A Critical Review
Towards Incremental Learning in Large Language Models: A Critical Review
M. Jovanovic
Peter Voss
ELM
CLL
KELM
26
5
0
28 Apr 2024
Generative AI for Visualization: State of the Art and Future Directions
Generative AI for Visualization: State of the Art and Future Directions
Yilin Ye
Jianing Hao
Yihan Hou
Zhan Wang
Shishi Xiao
Yuyu Luo
Wei Zeng
29
38
0
28 Apr 2024
Research and application of artificial intelligence based webshell
  detection model: A literature review
Research and application of artificial intelligence based webshell detection model: A literature review
Mingrui Ma
Lansheng Han
Chunjie Zhou
71
2
0
28 Apr 2024
EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement
  Learning-Optimised Graph Neural Networks
EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks
Htoo Wai Aung
Jiao Jiao Li
Yang An
Steven W. Su
25
0
0
26 Apr 2024
Unleashing the Potential of Fractional Calculus in Graph Neural Networks
  with FROND
Unleashing the Potential of Fractional Calculus in Graph Neural Networks with FROND
Qiyu Kang
Kai Zhao
Qinxu Ding
Feng Ji
Xuhao Li
Wenfei Liang
Yang Song
Wee Peng Tay
41
8
0
26 Apr 2024
Guarding Graph Neural Networks for Unsupervised Graph Anomaly Detection
Guarding Graph Neural Networks for Unsupervised Graph Anomaly Detection
Yuan-Qi Bei
Sheng Zhou
Jinke Shi
Yao Ma
Haishuai Wang
Jiajun Bu
24
1
0
25 Apr 2024
An Improved Graph Pooling Network for Skeleton-Based Action Recognition
An Improved Graph Pooling Network for Skeleton-Based Action Recognition
Cong Wu
Xiao-Jun Wu
Tianyang Xu
Josef Kittler
19
0
0
25 Apr 2024
PHLP: Sole Persistent Homology for Link Prediction -- Interpretable
  Feature Extraction
PHLP: Sole Persistent Homology for Link Prediction -- Interpretable Feature Extraction
Junwon You
Eunwoo Heo
Jae-Hun Jung
21
1
0
23 Apr 2024
ML-based identification of the interface regions for coupling local and
  nonlocal models
ML-based identification of the interface regions for coupling local and nonlocal models
Noujoud Nader
Patrick Diehl
Marta DÉlia
Christian Glusa
Serge Prudhomme
33
1
0
23 Apr 2024
Graph Machine Learning in the Era of Large Language Models (LLMs)
Graph Machine Learning in the Era of Large Language Models (LLMs)
Wenqi Fan
Shijie Wang
Jiani Huang
Zhikai Chen
Yu Song
...
Haitao Mao
Hui Liu
Xiaorui Liu
Dawei Yin
Qing Li
AI4CE
24
23
0
23 Apr 2024
Channel Access Methods for RF-Powered IoT Networks: A Survey
Channel Access Methods for RF-Powered IoT Networks: A Survey
Hang Yu
Lei Zhang
Yiwei Li
Kwan-Wu Chin
Changlin Yang
11
2
0
23 Apr 2024
Formal Verification of Graph Convolutional Networks with Uncertain Node Features and Uncertain Graph Structure
Formal Verification of Graph Convolutional Networks with Uncertain Node Features and Uncertain Graph Structure
Tobias Ladner
Michael Eichelbeck
Matthias Althoff
GNN
54
0
0
23 Apr 2024
FedTAD: Topology-aware Data-free Knowledge Distillation for Subgraph
  Federated Learning
FedTAD: Topology-aware Data-free Knowledge Distillation for Subgraph Federated Learning
Yinlin Zhu
Xunkai Li
Zhengyu Wu
Di Wu
Miao Hu
Ronghua Li
FedML
24
5
0
22 Apr 2024
Social Force Embedded Mixed Graph Convolutional Network for Multi-class
  Trajectory Prediction
Social Force Embedded Mixed Graph Convolutional Network for Multi-class Trajectory Prediction
Quancheng Du
Xiao Wang
Shouguo Yin
Lingxi Li
Huansheng Ning
27
10
0
20 Apr 2024
Leveraging Visibility Graphs for Enhanced Arrhythmia Classification with
  Graph Convolutional Networks
Leveraging Visibility Graphs for Enhanced Arrhythmia Classification with Graph Convolutional Networks
Rafael F. Oliveira
Gladston J. P. Moreira
Vander L. S. Freitas
Eduardo José da S. Luz
25
0
0
19 Apr 2024
Improving the interpretability of GNN predictions through
  conformal-based graph sparsification
Improving the interpretability of GNN predictions through conformal-based graph sparsification
Pablo Sánchez-Martín
Kinaan Aamir Khan
Isabel Valera
29
3
0
18 Apr 2024
Variational Multi-Modal Hypergraph Attention Network for Multi-Modal
  Relation Extraction
Variational Multi-Modal Hypergraph Attention Network for Multi-Modal Relation Extraction
Qian Li
Cheng Ji
Shu Guo
Yong Zhao
Qianren Mao
Shangguang Wang
Yuntao Wei
Jianxin Li
21
1
0
18 Apr 2024
Virtual Foundry Graphnet for Metal Sintering Deformation Prediction
Virtual Foundry Graphnet for Metal Sintering Deformation Prediction
R. Chen
Chen
Juheon Lee
Chuang Gan
Zijiang Yang
M. A. Nabian
Jun Zeng
AI4CE
20
1
0
17 Apr 2024
EEG_GLT-Net: Optimising EEG Graphs for Real-time Motor Imagery Signals
  Classification
EEG_GLT-Net: Optimising EEG Graphs for Real-time Motor Imagery Signals Classification
Htoo Wai Aung
Jiao Jiao Li
Yang An
Steven W. Su
25
2
0
17 Apr 2024
You do not have to train Graph Neural Networks at all on text-attributed
  graphs
You do not have to train Graph Neural Networks at all on text-attributed graphs
Kaiwen Dong
Zhichun Guo
Nitesh V. Chawla
30
1
0
17 Apr 2024
Group-Aware Coordination Graph for Multi-Agent Reinforcement Learning
Group-Aware Coordination Graph for Multi-Agent Reinforcement Learning
Wei Duan
Jie Lu
Junyu Xuan
18
6
0
17 Apr 2024
Towards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs
Towards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs
Kang Wang
Zhishu Shen
Zhen Lei
Tiehua Zhang
37
1
0
17 Apr 2024
Integrating Graph Neural Networks with Scattering Transform for Anomaly
  Detection
Integrating Graph Neural Networks with Scattering Transform for Anomaly Detection
Abdeljalil Zoubir
Badr Missaoui
22
0
0
16 Apr 2024
Neighbour-level Message Interaction Encoding for Improved Representation
  Learning on Graphs
Neighbour-level Message Interaction Encoding for Improved Representation Learning on Graphs
Haimin Zhang
Min Xu
GNN
20
0
0
15 Apr 2024
RandAlign: A Parameter-Free Method for Regularizing Graph Convolutional
  Networks
RandAlign: A Parameter-Free Method for Regularizing Graph Convolutional Networks
Haimin Zhang
Min Xu
42
2
0
15 Apr 2024
State Space Model for New-Generation Network Alternative to
  Transformers: A Survey
State Space Model for New-Generation Network Alternative to Transformers: A Survey
Xiao Wang
Shiao Wang
Yuhe Ding
Yuehang Li
Wentao Wu
...
Bowei Jiang
Chenglong Li
Yaowei Wang
Yonghong Tian
Jin Tang
Mamba
33
49
0
15 Apr 2024
DEGNN: Dual Experts Graph Neural Network Handling Both Edge and Node
  Feature Noise
DEGNN: Dual Experts Graph Neural Network Handling Both Edge and Node Feature Noise
Tai Hasegawa
Sukwon Yun
Xin Liu
Yin Jun Phua
Tsuyoshi Murata
21
0
0
14 Apr 2024
Physics-Enhanced Graph Neural Networks For Soft Sensing in Industrial
  Internet of Things
Physics-Enhanced Graph Neural Networks For Soft Sensing in Industrial Internet of Things
Keivan Faghih Niresi
Hugo Bissig
Henri Baumann
Olga Fink
AI4CE
35
2
0
11 Apr 2024
Graph Attention Network for Lane-Wise and Topology-Invariant
  Intersection Traffic Simulation
Graph Attention Network for Lane-Wise and Topology-Invariant Intersection Traffic Simulation
Nooshin Yousefzadeh
Rahul Sengupta
Yashaswi Karnati
Anand Rangarajan
Sanjay Ranka
19
3
0
11 Apr 2024
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on
  Graphs
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs
Bowen Jin
Chulin Xie
Jiawei Zhang
Kashob Kumar Roy
Yu Zhang
...
Ruirui Li
Xianfeng Tang
Suhang Wang
Yu Meng
Jiawei Han
LRM
RALM
53
37
0
10 Apr 2024
Forecasting the Future with Future Technologies: Advancements in Large
  Meteorological Models
Forecasting the Future with Future Technologies: Advancements in Large Meteorological Models
Hailong Shu
Yue Wang
Weiwei Song
Huichuang Guo
Zhen Song
AI4Cl
AI4CE
18
1
0
10 Apr 2024
Fair Graph Neural Network with Supervised Contrastive Regularization
Fair Graph Neural Network with Supervised Contrastive Regularization
M. T. Kejani
Fadi Dornaika
Jean-Michel Loubes
33
0
0
09 Apr 2024
Graph Neural Networks for Binary Programming
Graph Neural Networks for Binary Programming
Moshe Eliasof
Eldad Haber
GNN
27
0
0
07 Apr 2024
Structurally Flexible Neural Networks: Evolving the Building Blocks for
  General Agents
Structurally Flexible Neural Networks: Evolving the Building Blocks for General Agents
J. Pedersen
Erwan Plantec
Eleni Nisioti
Milton L. Montero
Sebastian Risi
30
1
0
06 Apr 2024
Spectral GNN via Two-dimensional (2-D) Graph Convolution
Spectral GNN via Two-dimensional (2-D) Graph Convolution
Guoming Li
Jian Yang
Shangsong Liang
Dongsheng Luo
GNN
33
2
0
06 Apr 2024
Lightweight Geometric Deep Learning for Molecular Modelling in Catalyst
  Discovery
Lightweight Geometric Deep Learning for Molecular Modelling in Catalyst Discovery
Patrick Geitner
GNN
28
0
0
05 Apr 2024
Dynamic Neural Control Flow Execution: An Agent-Based Deep Equilibrium
  Approach for Binary Vulnerability Detection
Dynamic Neural Control Flow Execution: An Agent-Based Deep Equilibrium Approach for Binary Vulnerability Detection
Litao Li
Steven H. H. Ding
Andrew Walenstein
P. Charland
Benjamin C. M. Fung
24
0
0
03 Apr 2024
Machine Learning and Data Analysis Using Posets: A Survey
Machine Learning and Data Analysis Using Posets: A Survey
Arnauld Mesinga Mwafise
AI4CE
28
0
0
03 Apr 2024
Incremental Learning with Concept Drift Detection and Prototype-based
  Embeddings for Graph Stream Classification
Incremental Learning with Concept Drift Detection and Prototype-based Embeddings for Graph Stream Classification
Kleanthis Malialis
Jin Li
C. Panayiotou
Marios M. Polycarpou
CLL
AI4TS
21
0
0
03 Apr 2024
Deep Reinforcement Learning for Traveling Purchaser Problems
Deep Reinforcement Learning for Traveling Purchaser Problems
Haofeng Yuan
Rong-Zhu Zhu
Wanlu Yang
Shiji Song
Keyou You
Yuli Zhang
30
0
0
03 Apr 2024
A Survey of Privacy-Preserving Model Explanations: Privacy Risks,
  Attacks, and Countermeasures
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures
Thanh Tam Nguyen
T. T. Huynh
Zhao Ren
Thanh Toan Nguyen
Phi Le Nguyen
Hongzhi Yin
Quoc Viet Hung Nguyen
55
8
0
31 Mar 2024
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