GraphMAE: Self-Supervised Masked Graph Autoencoders

22 May 2022

Zhenyu Hou

Xiao Liu

Yukuo Cen

Yuxiao Dong

Hongxia Yang

Papers citing "GraphMAE: Self-Supervised Masked Graph Autoencoders"

50 / 255 papers shown

Title
Multimodal Molecular Pretraining via Modality Blending Qiying Yu Yudi Zhang Yuyan Ni Shi Feng Yanyan Lan Hao Zhou Jingjing Liu 21 12 0 12 Jul 2023
Learning to Group Auxiliary Datasets for Molecule Ting Huang Ziniu Hu Rex Ying 11 0 0 08 Jul 2023
CPDG: A Contrastive Pre-Training Method for Dynamic Graph Neural Networks Yuan-Qi Bei Haonan Xu Sheng Zhou Huixuan Chi Haishuai Wang Mengdi Zhang Zhao Li Jiajun Bu 28 6 0 06 Jul 2023
All in One: Multi-task Prompting for Graph Neural Networks Xiangguo Sun Hongtao Cheng Jia Li Bo Liu Jihong Guan LLMAG AI4CE 25 127 0 04 Jul 2023
Directional diffusion models for graph representation learning Run Yang Yuling Yang Fan Zhou Qiang Sun DiffM 20 12 0 22 Jun 2023
Graph Self-Supervised Learning for Endoscopic Image Matching Manel Farhat A. Ben-Hamadou SSL 21 1 0 19 Jun 2023
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification Le-le Cao Vilhelm von Ehrenheim Mark Granroth-Wilding Richard Anselmo Stahl Andrew McCornack Armin Catovic Dhiana Deva Cavalcanti Rocha 24 3 0 18 Jun 2023
GraphSHA: Synthesizing Harder Samples for Class-Imbalanced Node Classification Wenzhong Li Changdong Wang Hui Xiong Jian-Huang Lai 22 24 0 16 Jun 2023
Time-aware Graph Structure Learning via Sequence Prediction on Temporal Graphs Haozhen Zhang Xueting Han Xi Xiao Jing Bai 16 8 0 13 Jun 2023
A Crystal-Specific Pre-Training Framework for Crystal Material Property Prediction Haomin Yu Yanru Song Jilin Hu Chenjuan Guo B. Yang AI4CE 19 4 0 08 Jun 2023
Masked Autoencoders with Multi-Window Local-Global Attention Are Better Audio Learners Sarthak Yadav Sergios Theodoridis Lars Kai Hansen Z. Tan 15 7 0 01 Jun 2023
Neural Machine Translation with Dynamic Graph Convolutional Decoder Lei Li Kai Fan Ling Yang Hongjian Li Chun Yuan 27 4 0 28 May 2023
Atomic and Subgraph-aware Bilateral Aggregation for Molecular Representation Learning Jiahao Chen Yurou Liu Jiangmeng Li Bing-Huang Su Jirong Wen 16 0 0 22 May 2023
Graph Masked Autoencoder for Sequential Recommendation Yaowen Ye Lianghao Xia Chao Huang 21 38 0 08 May 2023
Beyond Homophily: Reconstructing Structure for Graph-agnostic Clustering Erlin Pan Zhao Kang 29 35 0 03 May 2023
GraphMAE2: A Decoding-Enhanced Masked Self-Supervised Graph Learner Zhenyu Hou Yufei He Yukuo Cen Xiao Liu Yuxiao Dong Evgeny Kharlamov Jie Tang SSL 13 102 0 10 Apr 2023
Graph Mixture of Experts: Learning on Large-Scale Graphs with Explicit Diversity Modeling Haotao Wang Ziyu Jiang Yuning You Yan Han Gaowen Liu Jayanth Srinivasa Ramana Rao Kompella Zhangyang Wang 16 27 0 06 Apr 2023
RARE: Robust Masked Graph Autoencoder Wenxuan Tu Qing Liao Sihang Zhou Xin Peng Chuan Ma Zhe Liu Xinwang Liu Zhiping Cai 29 12 0 04 Apr 2023
When to Pre-Train Graph Neural Networks? From Data Generation Perspective! Yu Cao Jiarong Xu Carl Yang Jiaan Wang Yunchao Zhang Chunping Wang L. Chen Yang Yang 16 15 0 29 Mar 2023
EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Chao Chen Haoyu Geng Nianzu Yang Xiaokang Yang Junchi Yan 11 8 0 22 Mar 2023
Feature propagation as self-supervision signals on graphs Oscar Pina Verónica Vilaplana SSL 10 1 0 15 Mar 2023
SGL-PT: A Strong Graph Learner with Graph Prompt Tuning Yun Zhu Jianhao Guo Siliang Tang 12 28 0 24 Feb 2023
A Comprehensive Survey on Graph Summarization with Graph Neural Networks Nasrin Shabani Jia Wu Amin Beheshti Quan.Z Sheng Jin Foo Venus Haghighi Ambreen Hanif Maryam Shahabikargar GNN AI4TS 27 5 0 13 Feb 2023
Spectral Augmentations for Graph Contrastive Learning Amur Ghose Yingxue Zhang Jianye Hao Mark J. Coates 16 7 0 06 Feb 2023
Representation Deficiency in Masked Language Modeling Yu Meng Jitin Krishnan Sinong Wang Qifan Wang Yuning Mao Han Fang Marjan Ghazvininejad Jiawei Han Luke Zettlemoyer 50 7 0 04 Feb 2023
SeeGera: Self-supervised Semi-implicit Graph Variational Auto-encoders with Masking Xiang Li Tiandi Ye Caihua Shan Dongsheng Li Ming Gao SSL 26 30 0 29 Jan 2023
HAT-GAE: Self-Supervised Graph Auto-encoders with Hierarchical Adaptive Masking and Trainable Corruption Chengyu Sun SSL 19 1 0 28 Jan 2023
Aerial Image Object Detection With Vision Transformer Detector (ViTDet) Liya Wang A. Tien 30 7 0 28 Jan 2023
STERLING: Synergistic Representation Learning on Bipartite Graphs Baoyu Jing Yuchen Yan Kaize Ding Chanyoung Park Yada Zhu Huan Liu Hanghang Tong SSL 19 18 0 25 Jan 2023
Ti-MAE: Self-Supervised Masked Time Series Autoencoders Zhe Li Zhongwen Rao Lujia Pan Pengyun Wang Zenglin Xu AI4TS 18 48 0 21 Jan 2023
Scaling Language-Image Pre-training via Masking Yanghao Li Haoqi Fan Ronghang Hu Christoph Feichtenhofer Kaiming He CLIP VLM 16 317 0 01 Dec 2022
Lifelong Embedding Learning and Transfer for Growing Knowledge Graphs Yuanning Cui Yuxin Wang Zequn Sun Wenqiang Liu Yiqiao Jiang Kexin Han Wei Hu CLL KELM 12 22 0 29 Nov 2022
BatmanNet: Bi-branch Masked Graph Transformer Autoencoder for Molecular Representation Zhen Wang Zheng Feng Yanjun Li Bowen Li Yongrui Wang C. Sha Min He Xiaolin Li AI4CE 27 9 0 25 Nov 2022
A Systematic Survey of Chemical Pre-trained Models Jun-Xiong Xia Yanqiao Zhu Yuanqi Du Stan Z.Li AI4CE 54 51 0 29 Oct 2022
M3FGM:a node masking and multi-granularity message passing-based federated graph model for spatial-temporal data prediction Yuxing Tian Zheng Liu Yanwen Qu Song Li Jiachi Luo AI4CE 14 0 0 27 Oct 2022
FIMP: Foundation Model-Informed Message Passing for Graph Neural Networks S. Rizvi Nazreen Pallikkavaliyaveetil David Zhang Zhuoyang Lyu Nhi Nguyen ... Amin Karbasi Rex Ying Maria Brbić Rahul M. Dhodapkar David van Dijk GNN AI4CE 13 1 0 17 Oct 2022
An Additive Autoencoder for Dimension Estimation T. Kärkkäinen Jan Hänninen 21 6 0 13 Oct 2022
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization Mingxuan Ju Tong Zhao Qianlong Wen Wenhao Yu Neil Shah Yanfang Ye Chuxu Zhang SSL 11 34 0 05 Oct 2022
Improving Molecular Pretraining with Complementary Featurizations Yanqiao Zhu Dingshuo Chen Yuanqi Du Yingze Wang Qiang Liu Shu Wu AI4CE 28 6 0 29 Sep 2022
Graph Soft-Contrastive Learning via Neighborhood Ranking Zhiyuan Ning P. Wang Pengyang Wang Ziyue Qiao Wei Fan Denghui Zhang Yi Du Yuanchun Zhou 16 13 0 28 Sep 2022
Graph Contrastive Learning with Personalized Augmentation X. Zhang Qiaoyu Tan Xiao Shi Huang Bo-wen Li 28 15 0 14 Sep 2022
Heterogeneous Graph Masked Autoencoders Yijun Tian Kaiwen Dong Chunhui Zhang Chuxu Zhang Nitesh V. Chawla 22 74 0 21 Aug 2022
A Survey on Masked Autoencoder for Self-supervised Learning in Vision and Beyond Chaoning Zhang Chenshuang Zhang Junha Song John Seon Keun Yi Kang Zhang In So Kweon SSL 42 70 0 30 Jul 2022
Wiener Graph Deconvolutional Network Improves Graph Self-Supervised Learning Jiashun Cheng Man Li Jia Li Fugee Tsung SSL 22 14 0 26 Jun 2022
Evaluating Self-Supervised Learning for Molecular Graph Embeddings Hanchen Wang Jean Kaddour Shengchao Liu Jian Tang Joan Lasenby Qi Liu 17 20 0 16 Jun 2022
What's Behind the Mask: Understanding Masked Graph Modeling for Graph Autoencoders Jintang Li Ruofan Wu Wangbin Sun Liang Chen Sheng Tian Liang Zhu Changhua Meng Zibin Zheng Weiqiang Wang SSL 11 78 0 20 May 2022
A Survey on Graph Representation Learning Methods Shima Khoshraftar A. An GNN AI4TS 27 108 0 04 Apr 2022
Graph Auto-Encoder Via Neighborhood Wasserstein Reconstruction Mingyue Tang Carl Yang Pan Li GNN AI4CE 41 55 0 18 Feb 2022
Data Augmentation for Deep Graph Learning: A Survey Kaize Ding Zhe Xu Hanghang Tong Huan Liu OOD GNN 19 218 0 16 Feb 2022
Graph Representation Learning via Aggregation Enhancement Maxim Fishman Chaim Baskin Evgenii Zheltonozhskii Almog David Ron Banner A. Mendelson 13 0 0 30 Jan 2022