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Inductive Representation Learning on Large Graphs
v1v2v3v4 (latest)

Inductive Representation Learning on Large Graphs

7 June 2017
William L. Hamilton
Z. Ying
J. Leskovec
ArXiv (abs)PDFHTML

Papers citing "Inductive Representation Learning on Large Graphs"

50 / 5,534 papers shown
Title
Learning Disentangled Representation in Object-Centric Models for Visual
  Dynamics Prediction via Transformers
Learning Disentangled Representation in Object-Centric Models for Visual Dynamics Prediction via Transformers
Sanket Gandhi
Atul
Samanyu Mahajan
Vishal Sharma
Rushil Gupta
Arnab Kumar Mondal
Parag Singla
ViTOCL
74
0
0
03 Jul 2024
Foundations and Frontiers of Graph Learning Theory
Foundations and Frontiers of Graph Learning Theory
Yu Huang
Min Zhou
Menglin Yang
Zhen Wang
Muhan Zhang
Jie Wang
Hong Xie
Hao Wang
Defu Lian
Enhong Chen
AI4CEGNN
160
2
0
03 Jul 2024
ITEM: Improving Training and Evaluation of Message-Passing based GNNs
  for top-k recommendation
ITEM: Improving Training and Evaluation of Message-Passing based GNNs for top-k recommendation
Yannis Karmim
Elias Ramzi
Raphael Fournier SÑiehotta
Nicolas Thome
72
0
0
03 Jul 2024
SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph
  Neural Network
SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph Neural Network
Yushan Zhu
Wen Zhang
Yajing Xu
Zhen Yao
Yin Hua
Huajun Chen
99
0
0
03 Jul 2024
Differential Encoding for Improved Representation Learning over Graphs
Differential Encoding for Improved Representation Learning over Graphs
Haimin Zhang
Jiahao Xia
Min Xu
100
0
0
03 Jul 2024
GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models
GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models
Zike Yuan
Ming Liu
Hui Wang
Bing Qin
LRMELM
133
2
0
03 Jul 2024
Backdoor Graph Condensation
Backdoor Graph Condensation
Jiahao Wu
Ning Lu
Zeiyu Dai
Kun Wang
Wenqi Fan
Shengcai Liu
Qing Li
Ke Tang
AAMLDD
233
6
0
03 Jul 2024
On the Robustness of Graph Reduction Against GNN Backdoor
On the Robustness of Graph Reduction Against GNN Backdoor
Yuxuan Zhu
Michael Mandulak
Kerui Wu
George Slota
Yuseok Jeon
Ka-Ho Chow
Lei Yu
AAML
66
1
0
02 Jul 2024
Multi-Modal Video Dialog State Tracking in the Wild
Multi-Modal Video Dialog State Tracking in the Wild
Adnen Abdessaied
Lei Shi
Andreas Bulling
70
2
0
02 Jul 2024
Structure-Aware Consensus Network on Graphs with Few Labeled Nodes
Structure-Aware Consensus Network on Graphs with Few Labeled Nodes
Shuaike Xu
Xiaolin Zhang
Peng Zhang
Kun Zhan
126
1
0
02 Jul 2024
Counterfactual Data Augmentation with Denoising Diffusion for Graph
  Anomaly Detection
Counterfactual Data Augmentation with Denoising Diffusion for Graph Anomaly Detection
Chunjing Xiao
Shikang Pang
Xovee Xu
Xuan Li
Goce Trajcevski
Fan Zhou
DiffM
78
8
0
02 Jul 2024
Unveiling Global Interactive Patterns across Graphs: Towards
  Interpretable Graph Neural Networks
Unveiling Global Interactive Patterns across Graphs: Towards Interpretable Graph Neural Networks
Yuwen Wang
Shunyu Liu
Tongya Zheng
Kaixuan Chen
Mingli Song
AI4CE
93
5
0
02 Jul 2024
Core Knowledge Learning Framework for Graph Adaptation and Scalability
  Learning
Core Knowledge Learning Framework for Graph Adaptation and Scalability Learning
Bowen Zhang
Zhichao Huang
Genan Dai
Guangning Xu
Xiaomao Fan
Hu Huang
87
0
0
02 Jul 2024
GAT-Steiner: Rectilinear Steiner Minimal Tree Prediction Using GNNs
GAT-Steiner: Rectilinear Steiner Minimal Tree Prediction Using GNNs
Bugra Onal
Eren Dogan
Muhammad Hadir Khan
Matthew R. Guthaus
101
0
0
01 Jul 2024
PointViG: A Lightweight GNN-based Model for Efficient Point Cloud
  Analysis
PointViG: A Lightweight GNN-based Model for Efficient Point Cloud Analysis
Qiang Zheng
Yafei Qi
Chen Wang
Chao Zhang
Jian Sun
3DPC
103
2
0
01 Jul 2024
Revisiting Random Walks for Learning on Graphs
Revisiting Random Walks for Learning on Graphs
Jinwoo Kim
Olga Zaghen
Ayhan Suleymanzade
Youngmin Ryou
Seunghoon Hong
188
1
0
01 Jul 2024
Heterogeneous Graph Contrastive Learning with Spectral Augmentation
Heterogeneous Graph Contrastive Learning with Spectral Augmentation
Jing Zhang
Xiaoqian Jiang
Yingjie Xie
Cangqi Zhou
97
0
0
30 Jun 2024
Graph in Graph Neural Network
Graph in Graph Neural Network
Jiongshu Wang
Jing Yang
Jiankang Deng
Hatice Gunes
Siyang Song
GNN
105
2
0
30 Jun 2024
SCMIL: Sparse Context-aware Multiple Instance Learning for Predicting
  Cancer Survival Probability Distribution in Whole Slide Images
SCMIL: Sparse Context-aware Multiple Instance Learning for Predicting Cancer Survival Probability Distribution in Whole Slide Images
Zekang Yang
Hong Liu
Xiangdong Wang
57
2
0
30 Jun 2024
Commute Graph Neural Networks
Commute Graph Neural Networks
Wei Zhuo
Han Yu
Guang Tan
Xiaoxiao Li
GNN
206
1
0
30 Jun 2024
Graph Neural Networks Gone Hogwild
Graph Neural Networks Gone Hogwild
Olga Solodova
Nick Richardson
Deniz Oktay
Ryan P. Adams
AI4CEGNN
142
1
0
29 Jun 2024
Dual-view Aware Smart Contract Vulnerability Detection for Ethereum
Dual-view Aware Smart Contract Vulnerability Detection for Ethereum
Jiacheng Yao
Maolin Wang
Wanqi Chen
Chengxiang Jin
Jiajun Zhou
Shanqing Yu
Qi Xuan
87
0
0
29 Jun 2024
Efficient Long-distance Latent Relation-aware Graph Neural Network for
  Multi-modal Emotion Recognition in Conversations
Efficient Long-distance Latent Relation-aware Graph Neural Network for Multi-modal Emotion Recognition in Conversations
Yuntao Shou
Wei Ai
JiaYi Du
Tao Meng
Haiyan Liu
Nan Yin
144
19
0
27 Jun 2024
Improving the Expressiveness of $K$-hop Message-Passing GNNs by
  Injecting Contextualized Substructure Information
Improving the Expressiveness of KKK-hop Message-Passing GNNs by Injecting Contextualized Substructure Information
Tianjun Yao
Yiongxu Wang
Kun Zhang
Shangsong Liang
95
11
0
27 Jun 2024
Federated Graph Semantic and Structural Learning
Federated Graph Semantic and Structural Learning
Wenke Huang
Guancheng Wan
Mang Ye
Bo Du
FedML
142
49
0
27 Jun 2024
What Is Missing In Homophily? Disentangling Graph Homophily For Graph
  Neural Networks
What Is Missing In Homophily? Disentangling Graph Homophily For Graph Neural Networks
Yilun Zheng
Sitao Luan
Lihui Chen
117
6
0
27 Jun 2024
Conformalized Link Prediction on Graph Neural Networks
Conformalized Link Prediction on Graph Neural Networks
Tianyi Zhao
Jian Kang
Lu Cheng
207
8
0
26 Jun 2024
Kolmogorov-Arnold Graph Neural Networks
Kolmogorov-Arnold Graph Neural Networks
Gianluca De Carlo
Andrea Mastropietro
Aris Anagnostopoulos
111
28
0
26 Jun 2024
Efficient and Effective Implicit Dynamic Graph Neural Network
Efficient and Effective Implicit Dynamic Graph Neural Network
Yongjian Zhong
Hieu Vu
Tianbao Yang
Bijaya Adhikari
GNN
133
1
0
25 Jun 2024
Distributed Training of Large Graph Neural Networks with Variable
  Communication Rates
Distributed Training of Large Graph Neural Networks with Variable Communication Rates
J. Cerviño
Md Asadullah Turja
Hesham Mostafa
N. Himayat
Alejandro Ribeiro
GNNAI4CE
93
0
0
25 Jun 2024
Hyperbolic Knowledge Transfer in Cross-Domain Recommendation System
Hyperbolic Knowledge Transfer in Cross-Domain Recommendation System
Xin Yang
Heng Chang
Zhijian Lai
Jinze Yang
Xingrun Li
Yu Lu
Shuaiqiang Wang
D. Yin
Erxue Min
82
1
0
25 Jun 2024
Contrastive General Graph Matching with Adaptive Augmentation Sampling
Contrastive General Graph Matching with Adaptive Augmentation Sampling
Jianyuan Bo
Yuan Fang
99
1
0
25 Jun 2024
Link Prediction with Untrained Message Passing Layers
Link Prediction with Untrained Message Passing Layers
Lisi Qarkaxhija
Anatol E. Wegner
Ingo Scholtes
91
0
0
24 Jun 2024
Inference of Sequential Patterns for Neural Message Passing in Temporal
  Graphs
Inference of Sequential Patterns for Neural Message Passing in Temporal Graphs
J. V. Pichowski
Vincenzo Perri
Lisi Qarkaxhija
Ingo Scholtes
80
0
0
24 Jun 2024
Towards Lightweight Graph Neural Network Search with Curriculum Graph
  Sparsification
Towards Lightweight Graph Neural Network Search with Curriculum Graph Sparsification
Beini Xie
Heng Chang
Ziwei Zhang
Zeyang Zhang
Simin Wu
Xin Wang
Yuan Meng
Wenwu Zhu
92
3
0
24 Jun 2024
Large Language Models for Link Stealing Attacks Against Graph Neural
  Networks
Large Language Models for Link Stealing Attacks Against Graph Neural Networks
Faqian Guan
Tianqing Zhu
Hui Sun
Wanlei Zhou
Philip S. Yu
AAML
118
0
0
22 Jun 2024
Sketch-GNN: Scalable Graph Neural Networks with Sublinear Training
  Complexity
Sketch-GNN: Scalable Graph Neural Networks with Sublinear Training Complexity
Mucong Ding
Tahseen Rabbani
Bang An
Evan Z Wang
Furong Huang
89
23
0
21 Jun 2024
Learning Spatio-Temporal Patterns of Polar Ice Layers With
  Physics-Informed Graph Neural Network
Learning Spatio-Temporal Patterns of Polar Ice Layers With Physics-Informed Graph Neural Network
Zesheng Liu
Maryam Rahnemoonfar
67
4
0
21 Jun 2024
From Overfitting to Robustness: Quantity, Quality, and Variety Oriented
  Negative Sample Selection in Graph Contrastive Learning
From Overfitting to Robustness: Quantity, Quality, and Variety Oriented Negative Sample Selection in Graph Contrastive Learning
Adnan Ali
Jinlong Li
Huanhuan Chen
Ali Kashif Bashir
115
1
0
21 Jun 2024
A review of feature selection strategies utilizing graph data structures
  and knowledge graphs
A review of feature selection strategies utilizing graph data structures and knowledge graphs
Sisi Shao
P. Ribeiro
Christina Ramirez
Jason H. Moore
85
4
0
21 Jun 2024
Graph Edge Representation via Tensor Product Graph Convolutional
  Representation
Graph Edge Representation via Tensor Product Graph Convolutional Representation
Bo Jiang
Sheng Ge
Ziyan Zhang
Beibei Wang
Jin Tang
Bin Luo
GNN
115
0
0
21 Jun 2024
TAGLAS: An atlas of text-attributed graph datasets in the era of large
  graph and language models
TAGLAS: An atlas of text-attributed graph datasets in the era of large graph and language models
Jiarui Feng
Hao Liu
Lecheng Kong
Yixin Chen
Muhan Zhang
74
3
0
20 Jun 2024
Revisiting Modularity Maximization for Graph Clustering: A Contrastive
  Learning Perspective
Revisiting Modularity Maximization for Graph Clustering: A Contrastive Learning Perspective
Yunfei Liu
Jintang Li
Yuehe Chen
Ruofan Wu
Ericbk Wang
...
Shuheng Shen
Xing Fu
Changhua Meng
Weiqiang Wang
Liang Chen
93
10
0
20 Jun 2024
Geometric Self-Supervised Pretraining on 3D Protein Structures using
  Subgraphs
Geometric Self-Supervised Pretraining on 3D Protein Structures using Subgraphs
Michail Chatzianastasis
George Dasoulas
Michalis Vazirgiannis
SSL
77
0
0
20 Jun 2024
Reducing Memory Contention and I/O Congestion for Disk-based GNN
  Training
Reducing Memory Contention and I/O Congestion for Disk-based GNN Training
Qisheng Jiang
Lei Jia
Chundong Wang
GNN
109
2
0
20 Jun 2024
Younger: The First Dataset for Artificial Intelligence-Generated Neural
  Network Architecture
Younger: The First Dataset for Artificial Intelligence-Generated Neural Network Architecture
Zhengxin Yang
Wanling Gao
Luzhou Peng
Yunyou Huang
Fei Tang
Jianfeng Zhan
86
1
0
20 Jun 2024
HIGHT: Hierarchical Graph Tokenization for Molecule-Language Alignment
HIGHT: Hierarchical Graph Tokenization for Molecule-Language Alignment
Yongqiang Chen
Quanming Yao
Juzheng Zhang
James Cheng
Yatao Bian
136
3
0
20 Jun 2024
Exponential time differencing for matrix-valued dynamical systems
Exponential time differencing for matrix-valued dynamical systems
Nayef Shkeir
Tobias Schäfer
T. Grafke
53
0
0
19 Jun 2024
Heterogeneous Graph Neural Networks with Post-hoc Explanations for
  Multi-modal and Explainable Land Use Inference
Heterogeneous Graph Neural Networks with Post-hoc Explanations for Multi-modal and Explainable Land Use Inference
Xuehao Zhai
Junqi Jiang
Adam Dejl
Antonio Rago
Fangce Guo
Francesca Toni
Aruna Sivakumar
77
1
0
19 Jun 2024
Effective Edge-wise Representation Learning in Edge-Attributed Bipartite
  Graphs
Effective Edge-wise Representation Learning in Edge-Attributed Bipartite Graphs
Hewen Wang
Renchi Yang
Xiaokui Xiao
73
1
0
19 Jun 2024
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