Large-Scale Representation Learning on Graphs via Bootstrapping

12 February 2021

Papers citing "Large-Scale Representation Learning on Graphs via Bootstrapping"

50 / 132 papers shown

Title
Rethinking Graph Contrastive Learning through Relative Similarity Preservation Zhiyuan Ning Pengfei Wang Ziyue Qiao Pengyang Wang Yuanchun Zhou 140 0 0 08 May 2025
H $^3$ GNNs: Harmonizing Heterophily and Homophily in GNNs via Joint Structural Node Encoding and Self-Supervised Learning Rui Xue Tianfu Wu AI4CE 37 0 0 16 Apr 2025
Node Embeddings via Neighbor Embeddings Jan Niklas Böhm Marius Keute Alica Guzmán Sebastian Damrich Andrew Draganov D. Kobak GNN 57 0 0 31 Mar 2025
Diffusion on Graph: Augmentation of Graph Structure for Node Classification Yancheng Wang Changyu Liu Yingzhen Yang DiffM GNN 94 0 0 16 Mar 2025
Enhanced Soups for Graph Neural Networks Joseph Zuber Aishwarya Sarkar Joseph Jennings Ali Jannesari 45 0 0 14 Mar 2025
A Binary Classification Social Network Dataset for Graph Machine Learning Adnan Ali Jinglong Li Huanhuan Chen AlMotasem Bellah Al Ajlouni GNN 57 0 0 04 Mar 2025
A Fused Gromov-Wasserstein Approach to Subgraph Contrastive Learning Amadou S. Sangare Nicolas Dunou Jhony H. Giraldo Fragkiskos D. Malliaros SSL 62 0 0 28 Feb 2025
Graph Self-Supervised Learning with Learnable Structural and Positional Encodings Asiri Wijesinghe Hao Zhu Piotr Koniusz 43 0 0 22 Feb 2025
Closer through commonality: Enhancing hypergraph contrastive learning with shared groups Daeyoung Roh Donghee Han Daehee Kim Keejun Han Mun Yi 60 0 0 12 Feb 2025
Leveraging Joint Predictive Embedding and Bayesian Inference in Graph Self Supervised Learning Srinitish Srinivasan Omkumar CU SSL BDL 44 0 0 02 Feb 2025
Enhancing Graph Self-Supervised Learning with Graph Interplay Xinjian Zhao Wei Pang Xiangru Jian Yaoyao Xu Chaolong Ying Tianshu Yu 45 0 0 17 Jan 2025
PyG-SSL: A Graph Self-Supervised Learning Toolkit Lecheng Zheng Baoyu Jing Zihao Li Zhichen Zeng Tianxin Wei ... Lihui Liu Dongqi Fu Jiaxuan You Hanghang Tong Jingrui He 56 5 0 31 Dec 2024
Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees Zehong Wang Zheyuan Zhang Tianyi Ma Nitesh V. Chawla Chuxu Zhang Yanfang Ye AI4CE 79 0 0 21 Dec 2024
GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning Jianqing Liang Xinkai Wei Min Chen Zhiqiang Wang Jiye Liang 73 0 0 18 Dec 2024
Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model Yujun Li Hongyuan Zhang Yuan Yuan 70 0 0 15 Dec 2024
MolParser: End-to-end Visual Recognition of Molecule Structures in the Wild Xi Fang Jiankun Wang X. Cai Shangqian Chen Shuwen Yang Lin Yao Linfeng Zhang Guolin Ke Linfeng Zhang Guolin Ke 50 1 0 17 Nov 2024
GFT: Graph Foundation Model with Transferable Tree Vocabulary Zehong Wang Zheyuan Zhang Nitesh V. Chawla Chuxu Zhang Yanfang Ye 41 9 0 09 Nov 2024
Negative-Free Self-Supervised Gaussian Embedding of Graphs Yunhui Liu Tieke He Tao Zheng Jianhua Zhao SSL 38 1 0 02 Nov 2024
Graph Pre-Training Models Are Strong Anomaly Detectors Jiashun Cheng Zinan Zheng Yang Liu Jianheng Tang H. Wang Yu Rong Jia Li Fugee Tsung 29 1 0 24 Oct 2024
Mitigating Graph Covariate Shift via Score-based Out-of-distribution Augmentation Bohan Wang Yurui Chang Lu Lin OODD OOD 32 0 0 23 Oct 2024
LAC: Graph Contrastive Learning with Learnable Augmentation in Continuous Space Zhenyu Lin Hongzheng Li Yingxia Shao Guanhua Ye Yawen Li Quanqing Xu 31 0 0 20 Oct 2024
Self-Supervised Learning of Disentangled Representations for Multivariate Time-Series Ching Chang Chiao-Tung Chan Wei-Yao Wang Wen-Chih Peng Tien-Fu Chen AI4TS 22 0 0 16 Oct 2024
Multiplex Graph Contrastive Learning with Soft Negatives Zhenhao Zhao Minhong Zhu Chen Wang Sijia Wang Jiqiang Zhang Li Chen Weiran Cai 29 0 0 12 Sep 2024
Virtual Node Generation for Node Classification in Sparsely-Labeled Graphs Hang Cui Tarek F. Abdelzaher 25 0 0 12 Sep 2024
LATEX-GCL: Large Language Models (LLMs)-Based Data Augmentation for Text-Attributed Graph Contrastive Learning Haoran Yang Xiangyu Zhao Sirui Huang Qing Li Guandong Xu 43 4 0 02 Sep 2024
Disentangled Generative Graph Representation Learning Xinyue Hu Zhibin Duan Xinyang Liu Yuxin Li Bo Chen Mingyuan Zhou 38 0 0 24 Aug 2024
Do Neural Scaling Laws Exist on Graph Self-Supervised Learning? Qian Ma Haitao Mao Jingzhe Liu Zhehua Zhang Chunlin Feng Yu Song Yihan Shao Yao Ma 35 3 0 20 Aug 2024
Bootstrap Latents of Nodes and Neighbors for Graph Self-Supervised Learning Yunhui Liu Huaisong Zhang Tieke He Tao Zheng Jianhua Zhao SSL 32 4 0 09 Aug 2024
Reliable Node Similarity Matrix Guided Contrastive Graph Clustering Yunhui Liu Xinyi Gao Tieke He Tao Zheng Jianhua Zhao Hongzhi Yin 36 6 0 07 Aug 2024
GNUMAP: A Parameter-Free Approach to Unsupervised Dimensionality Reduction via Graph Neural Networks Jihee You Sowon Jeong Claire Donnat 14 1 0 30 Jul 2024
MolTRES: Improving Chemical Language Representation Learning for Molecular Property Prediction Jun-Hyung Park Yeachan Kim Mingyu Lee Hyuntae Park SangKeun Lee 30 0 0 09 Jul 2024
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 43 1 0 21 Jun 2024
Text-space Graph Foundation Models: Comprehensive Benchmarks and New Insights Zhikai Chen Haitao Mao Jingzhe Liu Yu Song Bingheng Li ... Bahare Fatemi Anton Tsitsulin Bryan Perozzi Hui Liu Jiliang Tang 30 10 0 15 Jun 2024
GraphFM: A Comprehensive Benchmark for Graph Foundation Model Yuhao Xu Xinqi Liu Keyu Duan Yi Fang Yu-Neng Chuang Daochen Zha Qiaoyu Tan AI4CE 30 1 0 12 Jun 2024
Efficient Topology-aware Data Augmentation for High-Degree Graph Neural Networks Yurui Lai Xiaoyang Lin Renchi Yang Hongtao Wang 39 2 0 08 Jun 2024
GraphAlign: Pretraining One Graph Neural Network on Multiple Graphs via Feature Alignment Zhenyu Hou Haozhan Li Yukuo Cen Jie Tang Yuxiao Dong 23 6 0 05 Jun 2024
Towards a Unified Framework of Clustering-based Anomaly Detection Zeyu Fang Ming Gu Sheng Zhou Jiawei Chen Qiaoyu Tan Haishuai Wang Jiajun Bu 43 0 0 01 Jun 2024
Towards Graph Contrastive Learning: A Survey and Beyond Wei Ju Yifan Wang Yifang Qin Zhengyan Mao Zhiping Xiao ... Dongjie Wang Qingqing Long Siyu Yi Xiao Luo Ming Zhang 59 12 0 20 May 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 97 21 0 15 May 2024
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data Hao Miao Yan Zhao Chenjuan Guo Bin Yang Kai Zheng Feiteng Huang Jiandong Xie Christian S. Jensen AI4TS CLL 42 30 0 23 Apr 2024
On the Scalability of GNNs for Molecular Graphs Maciej Sypetkowski Frederik Wenkel Farimah Poursafaei Nia Dickson Karush Suri Philip Fradkin Dominique Beaini GNN AI4CE 34 11 0 17 Apr 2024
Does Negative Sampling Matter? A Review with Insights into its Theory and Applications Zhen Yang Ming Ding Tinglin Huang Yukuo Cen Junshuai Song Bin Xu Yuxiao Dong Jie Tang 30 9 0 27 Feb 2024
Smoothed Graph Contrastive Learning via Seamless Proximity Integration M. Behmanesh M. Ovsjanikov 21 0 0 23 Feb 2024
Scalable Graph Self-Supervised Learning Ali Saheb Pasand Reza Moravej Mahdi Biparva Raika Karimi Ali Ghodsi SSL 11 0 0 14 Feb 2024
WERank: Towards Rank Degradation Prevention for Self-Supervised Learning Using Weight Regularization Ali Saheb Pasand Reza Moravej Mahdi Biparva Ali Ghodsi 32 2 0 14 Feb 2024
Graph Inference Acceleration by Learning MLPs on Graphs without Supervision Zehong Wang Zheyuan Zhang Chuxu Zhang Yanfang Ye 20 0 0 14 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
ExGRG: Explicitly-Generated Relation Graph for Self-Supervised Representation Learning Mahdi Naseri Mahdi Biparva SSL 24 0 0 09 Feb 2024
Non-Neighbors Also Matter to Kriging: A New Contrastive-Prototypical Learning Zhishuai Li Yunhao Nie Ziyue Li Lei Bai Yisheng Lv Rui Zhao 11 5 0 23 Jan 2024
A Contrastive Variational Graph Auto-Encoder for Node Clustering Nairouz Mrabah Mohamed Bouguessa Riadh Ksantini DRL 27 7 0 28 Dec 2023