InfoGCL: Information-Aware Graph Contrastive Learning

28 October 2021

Dongkuan Xu

Papers citing "InfoGCL: Information-Aware Graph Contrastive Learning"

50 / 88 papers shown

Title
Exploiting Text Semantics for Few and Zero Shot Node Classification on Text-attributed Graph Yuxiang Wang Xiao Yan Shiyu Jin Quanqing Xu Chuang Hu Yuanyuan Zhu Bo Du Jia Wu Jiawei Jiang 24 0 0 13 May 2025
Balancing Graph Embedding Smoothness in Self-Supervised Learning via Information-Theoretic Decomposition Heesoo Jung Hogun Park 35 2 0 16 Apr 2025
Graph Self-Supervised Learning with Learnable Structural and Positional Encodings Asiri Wijesinghe Hao Zhu Piotr Koniusz 40 0 0 22 Feb 2025
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 69 0 0 16 Dec 2024
Contrastive Multi-graph Learning with Neighbor Hierarchical Sifting for Semi-supervised Text Classification Wei Ai Jianbin Li Ze Wang Yingying Wei Tao Meng Yuntao Shou Keqin Lib 85 3 0 25 Nov 2024
Explanation-Preserving Augmentation for Semi-Supervised Graph Representation Learning Zhuomin Chen Jingchao Ni Hojat Allah Salehi Xu Zheng Esteban Schafir Farhad Shirani Dongsheng Luo 24 0 0 16 Oct 2024
SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples Yuntao Shou Xiangyong Cao Deyu Meng 28 9 0 14 Oct 2024
Revisiting and Benchmarking Graph Autoencoders: A Contrastive Learning Perspective Jintang Li Ruofan Wu Yuchang Zhu Huizhe Zhang Xinzhou Jin Guibin Zhang Zulun Zhu Zibin Zheng Liang Chen SSL 32 0 0 14 Oct 2024
Molecular topological deep learning for polymer property prediction Cong Shen Yipeng Zhang Fei Han Kelin Xia AI4CE 28 0 0 07 Oct 2024
GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction Shijin Duan Ruyi Ding Jiaxing He A. A. Ding Yunsi Fei Xiaolin Xu 29 0 0 04 Oct 2024
Multiplex Graph Contrastive Learning with Soft Negatives Zhenhao Zhao Minhong Zhu Chen Wang Sijia Wang Jiqiang Zhang Li Chen Weiran Cai 26 0 0 12 Sep 2024
Disentangled Generative Graph Representation Learning Xinyue Hu Zhibin Duan Xinyang Liu Yuxin Li Bo Chen Mingyuan Zhou 33 0 0 24 Aug 2024
Meta-GPS++: Enhancing Graph Meta-Learning with Contrastive Learning and Self-Training Yonghao Liu Mengyu Li Ximing Li Lan Huang Fausto Giunchiglia Yanchun Liang Xiaoyue Feng Renchu Guan SSL 36 4 0 20 Jul 2024
Preserving Node Distinctness in Graph Autoencoders via Similarity Distillation Ge Chen Yulan Hu Sheng Ouyang Yong Liu Cuicui Luo 31 0 0 25 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
Introducing Diminutive Causal Structure into Graph Representation Learning Hang Gao Peng Qiao Yifan Jin Fengge Wu Jiangmeng Li Changwen Zheng 31 4 0 13 Jun 2024
ProG: A Graph Prompt Learning Benchmark Chenyi Zi Haihong Zhao Xiangguo Sun Yiqing Lin Hong Cheng Jia Li 56 9 0 08 Jun 2024
HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning Zhuo Xu Lu Bai Lixin Cui Ming Li Yue Wang Edwin R. Hancock GNN 32 1 0 23 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 47 12 0 20 May 2024
Hi-GMAE: Hierarchical Graph Masked Autoencoders Chuang Liu Zelin Yao Yibing Zhan Xueqi Ma Dapeng Tao Jia Wu Wenbin Hu Shirui Pan Bo Du AI4CE 44 0 0 17 May 2024
Where to Mask: Structure-Guided Masking for Graph Masked Autoencoders Chuang Liu Yuyao Wang Yibing Zhan Xueqi Ma Dapeng Tao Jia Wu Wenbin Hu 49 4 0 24 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 26 19 0 30 Mar 2024
Exploring Task Unification in Graph Representation Learning via Generative Approach Yulan Hu Ouyang Sheng Zhirui Yang Ge Chen Junchen Wan Xiao Wang Yong Liu 21 2 0 21 Mar 2024
A Teacher-Free Graph Knowledge Distillation Framework with Dual Self-Distillation Lirong Wu Haitao Lin Zhangyang Gao Guojiang Zhao Stan Z. Li 38 8 0 06 Mar 2024
Parametric Augmentation for Time Series Contrastive Learning Xu Zheng Tianchun Wang Wei Cheng Aitian Ma Haifeng Chen Mo Sha Dongsheng Luo AI4TS 22 13 0 16 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
Rethinking Graph Masked Autoencoders through Alignment and Uniformity Liang Wang Xiang Tao Qiang Liu Shu Wu Liang Wang 34 13 0 11 Feb 2024
Learning High-Order Relationships of Brain Regions Weikang Qiu Huangrui Chu Selena Wang Haolan Zuo Xiaoxiao Li Yize Zhao Rex Ying 29 0 0 02 Dec 2023
Generalized Graph Prompt: Toward a Unification of Pre-Training and Downstream Tasks on Graphs Xingtong Yu Zhenghao Liu Yuan Fang Zemin Liu Sihong Chen Xinming Zhang 33 24 0 26 Nov 2023
Joyful: Joint Modality Fusion and Graph Contrastive Learning for Multimodal Emotion Recognition Dongyuan Li Yusong Wang Kotaro Funakoshi Manabu Okumura 26 12 0 18 Nov 2023
GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang AI4TS AI4CE 85 25 0 07 Nov 2023
Better with Less: A Data-Active Perspective on Pre-Training Graph Neural Networks Jiarong Xu Renhong Huang Xin Jiang Yuxuan Cao Carl Yang Chunping Wang Yang Yang AI4CE 31 14 0 02 Nov 2023
Towards Self-Interpretable Graph-Level Anomaly Detection Yixin Liu Kaize Ding Qinghua Lu Fuyi Li Leo Yu Zhang Shirui Pan 29 47 0 25 Oct 2023
Generative and Contrastive Paradigms Are Complementary for Graph Self-Supervised Learning Yuxiang Wang Xiao Yan Chuang Hu Fangcheng Fu Wentao Zhang Hao Wang Shuo Shang Jiawei Jiang SSL 37 6 0 24 Oct 2023
Graph Ranking Contrastive Learning: A Extremely Simple yet Efficient Method Yulan Hu Ouyang Sheng Jingyu Liu Ge Chen Zhirui Yang Junchen Wan Fuzheng Zhang Zhongyuan Wang Yong Liu 26 0 0 23 Oct 2023
Shape-aware Graph Spectral Learning Junjie Xu Enyan Dai Dongsheng Luo Xiang Zhang Suhang Wang 27 2 0 16 Oct 2023
Perfect Alignment May be Poisonous to Graph Contrastive Learning Jingyu Liu Huayi Tang Yong Liu 18 2 0 06 Oct 2023
SINCERE: Supervised Information Noise-Contrastive Estimation REvisited Patrick Feeney M. C. Hughes 23 3 0 25 Sep 2023
Layer-wise training for self-supervised learning on graphs Oscar Pina Verónica Vilaplana SSL GNN 27 1 0 04 Sep 2023
Visual-Kinematics Graph Learning for Procedure-agnostic Instrument Tip Segmentation in Robotic Surgeries Jiaqi Liu Yonghao Long Kai-xiang Chen Cheuk Hei Leung Zerui Wang Qi Dou 17 2 0 02 Sep 2023
ENGAGE: Explanation Guided Data Augmentation for Graph Representation Learning Yucheng Shi Kaixiong Zhou Ninghao Liu 20 11 0 03 Jul 2023
Directional diffusion models for graph representation learning Run Yang Yuling Yang Fan Zhou Qiang Sun DiffM 20 12 0 22 Jun 2023
Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation Qianru Zhang Chao Huang Lianghao Xia Zheng Wang Siu-keung Yiu Ruihua Han AI4TS 48 13 0 19 Jun 2023
HomoGCL: Rethinking Homophily in Graph Contrastive Learning Wenzhong Li Changdong Wang Hui Xiong Jian-Huang Lai 24 22 0 16 Jun 2023
Learning on Graphs under Label Noise Jingyang Yuan Xiao Luo Yifang Qin Yusheng Zhao Wei Ju Ming Zhang NoLa 22 19 0 14 Jun 2023
CoCo: A Coupled Contrastive Framework for Unsupervised Domain Adaptive Graph Classification Nan Yin Libin Shen Mengzhu Wang L. Lan Zeyu Ma C. L. Philip Chen Xiansheng Hua Xiao Luo 26 43 0 08 Jun 2023
Randomized Schur Complement Views for Graph Contrastive Learning Vignesh Kothapalli 6 1 0 06 Jun 2023
BatchSampler: Sampling Mini-Batches for Contrastive Learning in Vision, Language, and Graphs Z. Yang Tinglin Huang Ming Ding Yuxiao Dong Rex Ying Yukuo Cen Yangli-ao Geng Jie Tang SSL VLM 26 8 0 06 Jun 2023
GIMLET: A Unified Graph-Text Model for Instruction-Based Molecule Zero-Shot Learning Haiteng Zhao Shengchao Liu Chang Ma Hannan Xu Jie Fu Zhihong Deng Lingpeng Kong Qi Liu 23 60 0 28 May 2023
Less Can Be More: Unsupervised Graph Pruning for Large-scale Dynamic Graphs Jintang Li Sheng Tian Ruofan Wu Liang Zhu Welong Zhao Changhua Meng Liang Chen Zibin Zheng Hongzhi Yin 29 10 0 18 May 2023