Self-Supervised Learning of Graph Neural Networks: A Unified Review

22 February 2021

Papers citing "Self-Supervised Learning of Graph Neural Networks: A Unified Review"

50 / 158 papers shown

Title
InfoNCE is a Free Lunch for Semantically guided Graph Contrastive Learning Zixu Wang Bingbing Xu Yige Yuan Huawei Shen Xueqi Cheng 31 0 0 07 May 2025
Hierarchical Vector Quantized Graph Autoencoder with Annealing-Based Code Selection Long Zeng Jianxiang Yu Jiapeng Zhu Qingsong Zhong Xiang Li 32 0 0 17 Apr 2025
Artificial Intelligence and Deep Learning Algorithms for Epigenetic Sequence Analysis: A Review for Epigeneticists and AI Experts Muhammad Tahir Mahboobeh Norouzi Shehroz S. Khan James Davie Soichiro Yamanaka A. Ashraf 35 1 0 01 Apr 2025
Towards Graph Foundation Models: A Transferability Perspective Yixuan Wang Wenqi Fan Suhang Wang Yao Ma 43 1 0 13 Mar 2025
A Fused Gromov-Wasserstein Approach to Subgraph Contrastive Learning Amadou S. Sangare Nicolas Dunou Jhony H. Giraldo Fragkiskos D. Malliaros SSL 64 0 0 28 Feb 2025
RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning Jiapeng Zhu Zichen Ding Jianxiang Yu Jiaqi Tan Xiang Li Weining Qian OffRL 149 2 0 20 Jan 2025
Enhancing Graph Self-Supervised Learning with Graph Interplay Xinjian Zhao Wei Pang Xiangru Jian Yaoyao Xu Chaolong Ying Tianshu Yu 51 0 0 17 Jan 2025
Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion Jiasheng Zhang Deqiang Ouyang Shuang Liang Jie Shao 27 0 0 03 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
SE-GCL: An Event-Based Simple and Effective Graph Contrastive Learning for Text Representation Tao Meng Wei Ai Jianbin Li Ze Wang Yuntao Shou Keqin Li AI4TS 78 0 0 16 Dec 2024
Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model Yujun Li Hongyuan Zhang Yuan Yuan 70 0 0 15 Dec 2024
A Novel Deep Learning Tractography Fiber Clustering Framework for Functionally Consistent White Matter Parcellation Using Multimodal Diffusion MRI and Functional MRI Jin Wang Bocheng Guo Yijie Li Junyi Wang Yuqian Chen J. Rushmore N. Makris Yogesh Rathi L. O’Donnell Fan Zhang 26 1 0 04 Nov 2024
Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction Liang Wang Qiang Liu Shaozhen Liu Xin Sun Shu Wu Liang Wang 39 2 0 02 Nov 2024
Reliable and Compact Graph Fine-tuning via GraphSparse Prompting Bo Jiang Hao Wu Beibei Wang Jin Tang B. Luo 28 0 0 29 Oct 2024
Graph Pre-Training Models Are Strong Anomaly Detectors Jiashun Cheng Zinan Zheng Yang Liu Jianheng Tang Haoran Wang Yu Rong Jia Li Fugee Tsung 31 1 0 24 Oct 2024
GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation Junyu Luo Yiyang Gu Xiao Luo Wei Ju Zhiping Xiao Yusheng Zhao Jingyang Yuan Ming Zhang 36 8 0 22 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
Multi-modal Cross-domain Self-supervised Pre-training for fMRI and EEG Fusion Xinxu Wei K. Zhao Yong Jiao Nancy B. Carlisle Hua Xie Gregory A. Fonzo Yu Zhang 28 0 0 27 Sep 2024
Deep-Wide Learning Assistance for Insect Pest Classification Toan Nguyen Huy Nguyen Huy Ung Hieu T. Ung Binh T. Nguyen 24 0 0 16 Sep 2024
Brain-inspired Artificial Intelligence: A Comprehensive Review Jing Ren Feng Xia AI4CE 32 3 0 27 Aug 2024
Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks Amirhossein Nouranizadeh Fatemeh Tabatabaei Far Mohammad Rahmati AI4TS 32 1 0 22 Aug 2024
AnyGraph: Graph Foundation Model in the Wild Lianghao Xia Chao Huang OOD 42 10 0 20 Aug 2024
RevGNN: Negative Sampling Enhanced Contrastive Graph Learning for Academic Reviewer Recommendation Weibin Liao Yifan Zhu Yanyan Li Qi Zhang Zhonghong Ou Xuesong Li 28 4 0 30 Jul 2024
Explaining Graph Neural Networks for Node Similarity on Graphs Daniel Daza C. Chu T. Tran Daria Stepanova Michael Cochez Paul T. Groth 36 1 0 10 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 47 1 0 21 Jun 2024
Geometric Self-Supervised Pretraining on 3D Protein Structures using Subgraphs Michail Chatzianastasis George Dasoulas Michalis Vazirgiannis SSL 24 0 0 20 Jun 2024
A Unified Framework for Combinatorial Optimization Based on Graph Neural Networks Yaochu Jin Xueming Yan Shiqing Liu Xiangyu Wang 49 3 0 19 Jun 2024
GAugLLM: Improving Graph Contrastive Learning for Text-Attributed Graphs with Large Language Models Yi Fang Dongzhe Fan Daochen Zha Qiaoyu Tan 47 9 0 17 Jun 2024
Cross-Modality Program Representation Learning for Electronic Design Automation with High-Level Synthesis Zongyue Qin Yunsheng Bai Atefeh Sohrabizadeh Zijian Ding Ziniu Hu Yizhou Sun Jason Cong 28 2 0 13 Jun 2024
Self-supervised Graph Neural Network for Mechanical CAD Retrieval Yuhan Quan Huan Zhao Jinfeng Yi Yuqiang Chen 29 1 0 13 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 35 1 0 12 Jun 2024
Embedding-based Multimodal Learning on Pan-Squamous Cell Carcinomas for Improved Survival Outcomes Asim Waqas Aakash Tripathi Paul Stewart Mia Naeini Ghulam Rasool AI4CE 39 3 0 11 Jun 2024
CAP: A Context-Aware Neural Predictor for NAS Han Ji Yuqi Feng Yanan Sun 29 0 0 04 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
Exploring Correlations of Self-Supervised Tasks for Graphs Taoran Fang Wei Zhou Yifei Sun Kaiqiao Han Lvbin Ma Yang Yang 35 7 0 07 May 2024
Multi-View Subgraph Neural Networks: Self-Supervised Learning with Scarce Labeled Data Zhenzhong Wang Qingyuan Zeng Wanyu Lin Min Jiang Kay Chen Tan SSL 34 2 0 19 Apr 2024
Physical formula enhanced multi-task learning for pharmacokinetics prediction Ruifeng Li Dongzhan Zhou Ancheng Shen Ao Zhang Mao Su ... Gang Chen Yin Zhang Shufei Zhang Yuqiang Li Wanli Ouyang 19 2 0 16 Apr 2024
A Comprehensive Survey on Self-Supervised Learning for Recommendation Xubin Ren Wei Wei Lianghao Xia Chao Huang SSL 37 9 0 04 Apr 2024
Intrinsic Subgraph Generation for Interpretable Graph based Visual Question Answering Pascal Tilli Ngoc Thang Vu 33 1 0 26 Mar 2024
CADGL: Context-Aware Deep Graph Learning for Predicting Drug-Drug Interactions Azmine Toushik Wasi Taki Hasan Rafi Raima Islam Serbetar Karlo Dong-Kyu Chae 46 0 0 25 Mar 2024
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network Renjie Xu Guangwei Wu Weiping Wang Xing Gao An He Zhengpeng Zhang SSL 32 19 0 03 Mar 2024
Decoupling Weighing and Selecting for Integrating Multiple Graph Pre-training Tasks Tianyu Fan Lirong Wu Yufei Huang Haitao Lin Cheng Tan Zhangyang Gao Stan Z. Li 37 3 0 03 Mar 2024
Smoothed Graph Contrastive Learning via Seamless Proximity Integration M. Behmanesh M. Ovsjanikov 21 0 0 23 Feb 2024
Continual Learning on Graphs: Challenges, Solutions, and Opportunities Xikun Zhang Dongjin Song Dacheng Tao CLL 26 7 0 18 Feb 2024
UGMAE: A Unified Framework for Graph Masked Autoencoders Yijun Tian Chuxu Zhang Ziyi Kou Zheyuan Liu Xiangliang Zhang Nitesh V. Chawla 24 1 0 12 Feb 2024
Rethinking Graph Masked Autoencoders through Alignment and Uniformity Liang Wang Xiang Tao Qiang Liu Shu Wu Liang Wang 42 14 0 11 Feb 2024
Let Your Graph Do the Talking: Encoding Structured Data for LLMs Bryan Perozzi Bahare Fatemi Dustin Zelle Anton Tsitsulin Mehran Kazemi Rami Al-Rfou Jonathan J. Halcrow GNN 39 55 0 08 Feb 2024
Path Signatures and Graph Neural Networks for Slow Earthquake Analysis: Better Together? Hans Riess M. Veveakis Michael M. Zavlanos 23 2 0 05 Feb 2024
A Graph is Worth $K$ Words: Euclideanizing Graph using Pure Transformer Zhangyang Gao Daize Dong Cheng Tan Jun-Xiong Xia Bozhen Hu Stan Z. Li 46 6 0 04 Feb 2024
Enhanced Urban Region Profiling with Adversarial Self-Supervised Learning for Robust Forecasting and Security Weiliang Chen Qianqian Ren Jinbao Li Jianguo Sun 15 0 0 02 Feb 2024