Single-Pass Contrastive Learning Can Work for Both Homophilic and
Heterophilic Graph

Single-Pass Contrastive Learning Can Work for Both Homophilic and Heterophilic Graph

20 November 2022

Wei Huang

Kenji Kawaguchi

Papers citing "Single-Pass Contrastive Learning Can Work for Both Homophilic and Heterophilic Graph"

13 / 13 papers shown

Title
Rethinking Graph Contrastive Learning through Relative Similarity Preservation Zhiyuan Ning Pengfei Wang Ziyue Qiao Pengyang Wang Yuanchun Zhou 94 0 0 08 May 2025
Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model Yujun Li Hongyuan Zhang Yuan Yuan 70 0 0 15 Dec 2024
LAMP: Learnable Meta-Path Guided Adversarial Contrastive Learning for Heterogeneous Graphs Siqing Li Jin-Duk Park Wei Huang Xin Cao Won-Yong Shin Zhiqiang Xu 30 0 0 10 Sep 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
ExGRG: Explicitly-Generated Relation Graph for Self-Supervised Representation Learning Mahdi Naseri Mahdi Biparva SSL 24 0 0 09 Feb 2024
StructComp: Substituting Propagation with Structural Compression in Training Graph Contrastive Learning Shengzhong Zhang Wenjie Yang Xinyuan Cao Hongwei Zhang Zengfeng Huang 21 2 0 08 Dec 2023
DMMG: Dual Min-Max Games for Self-Supervised Skeleton-Based Action Recognition S. Guan Xin-Yi Yu Wei Huang Gengfa Fang Haiyan Lu 24 4 0 22 Feb 2023
Augmentation-Free Self-Supervised Learning on Graphs Namkyeong Lee Junseok Lee Chanyoung Park 60 203 0 05 Dec 2021
Twitch Gamers: a Dataset for Evaluating Proximity Preserving and Structural Role-based Node Embeddings Benedek Rozemberczki Rik Sarkar 116 68 0 08 Jan 2021
Beyond Low-frequency Information in Graph Convolutional Networks Deyu Bo Xiao Wang C. Shi Huawei Shen GNN 87 556 0 04 Jan 2021
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 169 1,077 0 13 Feb 2020
Multi-scale Attributed Node Embedding Benedek Rozemberczki Carl Allen Rik Sarkar GNN 145 833 0 28 Sep 2019
Contextual Stochastic Block Models Y. Deshpande Andrea Montanari Elchanan Mossel S. Sen 103 152 0 23 Jul 2018