Graph Contrastive Learning with Adaptive Augmentation

27 October 2020

Qiang Liu

Liang Wang

Papers citing "Graph Contrastive Learning with Adaptive Augmentation"

50 / 426 papers shown

Title
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 30 0 0 12 Sep 2024
GRE^2-MDCL: Graph Representation Embedding Enhanced via Multidimensional Contrastive Learning Kaizhe Fan Quanjun Li 37 1 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 45 4 0 02 Sep 2024
When Heterophily Meets Heterogeneous Graphs: Latent Graphs Guided Unsupervised Representation Learning Zhixiang Shen Zhao Kang 33 0 0 01 Sep 2024
LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings Duo Wang Yuan Zuo Fengzhi Li Junjie Wu 28 7 0 25 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 40 3 0 20 Aug 2024
AnyGraph: Graph Foundation Model in the Wild Lianghao Xia Chao Huang OOD 42 10 0 20 Aug 2024
Structure-enhanced Contrastive Learning for Graph Clustering Xunlian Wu Jingqi Hu Anqi Zhang Yining Quan Qiguang Miao Peng Gang Sun 27 0 0 19 Aug 2024
Path-LLM: A Shortest-Path-based LLM Learning for Unified Graph Representation Wenbo Shang Xuliang Zhu Xin Huang 39 3 0 10 Aug 2024
Node Level Graph Autoencoder: Unified Pretraining for Textual Graph Learning Wenbin Hu Huihao Jing Qi Hu Haoran Li Yangqiu Song SSL AI4CE 29 0 0 09 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 5 0 09 Aug 2024
DIVE: Subgraph Disagreement for Graph Out-of-Distribution Generalization Xin Sun Liang Wang Qiang Liu Shu Wu Zilei Wang Liang Wang OOD CML 38 5 0 08 Aug 2024
Reliable Node Similarity Matrix Guided Contrastive Graph Clustering Yunhui Liu Xinyi Gao Tieke He Tao Zheng Jianhua Zhao Hongzhi Yin 38 6 0 07 Aug 2024
Contrastive Graph Representation Learning with Adversarial Cross-view Reconstruction and Information Bottleneck Yuntao Shou Haozhi Lan Xiangyong Cao 38 11 0 01 Aug 2024
Noise-Resilient Unsupervised Graph Representation Learning via Multi-Hop Feature Quality Estimation Shiyuan Li Yixin Liu Qingfeng Chen Geoffrey I. Webb Shirui Pan SSL 37 4 0 29 Jul 2024
UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks Xiaotang Wang Yun Zhu Haizhou Shi Yongchao Liu Chuntao Hong 42 2 0 28 Jul 2024
Debiased Graph Poisoning Attack via Contrastive Surrogate Objective Kanghoon Yoon Yeonjun In Namkyeong Lee Kibum Kim Chanyoung Park AAML 25 2 0 27 Jul 2024
Your Graph Recommender is Provably a Single-view Graph Contrastive Learning Wenjie Yang Shengzhong Zhang Jiaxing Guo Zengfeng Huang 14 1 0 25 Jul 2024
Generalizing Graph Transformers Across Diverse Graphs and Tasks via Pre-Training on Industrial-Scale Data Yufei He Zhenyu Hou Yukuo Cen Feng He Xu Cheng Bryan Hooi AI4CE 29 3 0 04 Jul 2024
Structure-Aware Consensus Network on Graphs with Few Labeled Nodes Shuaike Xu Xiaolin Zhang Peng Zhang Kun Zhan 38 1 0 02 Jul 2024
Counterfactual Data Augmentation with Denoising Diffusion for Graph Anomaly Detection Chunjing Xiao Shikang Pang Xovee Xu Xuan Li Goce Trajcevski Fan Zhou DiffM 36 7 0 02 Jul 2024
HC-GLAD: Dual Hyperbolic Contrastive Learning for Unsupervised Graph-Level Anomaly Detection Yali Fu Jindong Li Jiahong Liu Qianli Xing Qi Wang Irwin King 45 2 0 02 Jul 2024
Heterogeneous Graph Contrastive Learning with Spectral Augmentation Jing Zhang Xiaoqian Jiang Yingjie Xie Cangqi Zhou 31 0 0 30 Jun 2024
TopoGCL: Topological Graph Contrastive Learning Yuzhou Chen José Frías Yulia R. Gel 34 8 0 25 Jun 2024
Contrastive General Graph Matching with Adaptive Augmentation Sampling Jianyuan Bo Yuan Fang 21 1 0 25 Jun 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
GAugLLM: Improving Graph Contrastive Learning for Text-Attributed Graphs with Large Language Models Yi Fang Dongzhe Fan Daochen Zha Qiaoyu Tan 42 9 0 17 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 32 1 0 12 Jun 2024
ProG: A Graph Prompt Learning Benchmark Chenyi Zi Haihong Zhao Xiangguo Sun Yiqing Lin Hong Cheng Jia Li 58 10 0 08 Jun 2024
Enhancing Size Generalization in Graph Neural Networks through Disentangled Representation Learning Zheng Huang Qihui Yang Dawei Zhou Yujun Yan AI4CE 28 2 0 07 Jun 2024
Road Network Representation Learning with the Third Law of Geography Haicang Zhou Weiming Huang Yile Chen Tiantian He Gao Cong Yew-Soon Ong 19 4 0 06 Jun 2024
Temporal Graph Learning Recurrent Neural Network for Traffic Forecasting Sanghyun Lee Chanyoung Park AI4TS 44 0 0 04 Jun 2024
Query-Enhanced Adaptive Semantic Path Reasoning for Inductive Knowledge Graph Completion Kai Sun Jiapu Wang Huajie Jiang Yongli Hu Baocai Yin 23 0 0 04 Jun 2024
Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters Y. Lin Ronen Talmon Ron Levie 39 0 0 03 Jun 2024
Negative as Positive: Enhancing Out-of-distribution Generalization for Graph Contrastive Learning Zixu Wang Bingbing Xu Yige Yuan Huawei Shen Xueqi Cheng OODD 39 2 0 25 May 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
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot Detection Yingguang Yang Qi Wu Buyun He Hao Peng Renyu Yang Zhifeng Hao Yong Liao AAML 58 5 0 18 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 106 21 0 15 May 2024
CVTGAD: Simplified Transformer with Cross-View Attention for Unsupervised Graph-level Anomaly Detection Jindong Li Qianli Xing Qi Wang Yi Chang ViT 34 6 0 03 May 2024
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model Jiexia Ye Weiqi Zhang Ke Yi Yongzi Yu Ziyue Li Jia Li Fugee Tsung AI4TS AI4CE 45 22 0 03 May 2024
Community-Invariant Graph Contrastive Learning Shiyin Tan Dongyuan Li Renhe Jiang Ying Zhang Manabu Okumura OOD 46 4 0 02 May 2024
Noisy Node Classification by Bi-level Optimization based Multi-teacher Distillation Yujing Liu Zongqian Wu Zhengyu Lu Ci Nie Guoqiu Wen Ping Hu Xiaofeng Zhu 42 1 0 27 Apr 2024
Semantic Evolvement Enhanced Graph Autoencoder for Rumor Detection Xiang Tao Liang Wang Qiang Liu Shu Wu Liang Wang 29 7 0 24 Apr 2024
Delayed Bottlenecking: Alleviating Forgetting in Pre-trained Graph Neural Networks Zhe Zhao Pengkun Wang Xu Wang Haibin Wen Xiaolong Xie Zhengyang Zhou Qingfu Zhang Yang Wang AI4CE CLL 20 0 0 23 Apr 2024
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment Zhiwei Hu Víctor Gutiérrez-Basulto Zhiliang Xiang Ru Li Jeff Z. Pan 36 0 0 19 Apr 2024
Grasper: A Generalist Pursuer for Pursuit-Evasion Problems Pengdeng Li Shuxin Li Xinrun Wang Jakub Cerny Youzhi Zhang Stephen McAleer Hau Chan Bo An 36 1 0 19 Apr 2024
Knowledge-Aware Multi-Intent Contrastive Learning for Multi-Behavior Recommendation Shunpan Liang Junjie Zhao Chen Li Yu Lei HAI 29 1 0 18 Apr 2024
Hypergraph Self-supervised Learning with Sampling-efficient Signals Fan Li Xiaoyang Wang Dawei Cheng Wenjie Zhang Ying Zhang Xuemin Lin SSL 42 3 0 18 Apr 2024
Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach Qing Liu Sheng Sun Yuxuan Liang Jingjing Xue Min Liu AI4TS 32 2 0 04 Apr 2024