"graph contrastive learning" Papers

20 papers found

A Simple Graph Contrastive Learning Framework for Short Text Classification

Yonghao Liu, Fausto Giunchiglia, Lan Huang et al.

AAAI 2025paperarXiv:2501.09219
5
citations

CaliGCL: Calibrated Graph Contrastive Learning via Partitioned Similarity and Consistency Discrimination

Yuena Lin, Hao Wei, Hai-Chun Cai et al.

NEURIPS 2025

Coloring Learning for Heterophilic Graph Representation

Miaomiao Huang, Yuhai Zhao, Daniel Zhengkui Wang et al.

NEURIPS 2025

DecoyDB: A Dataset for Graph Contrastive Learning in Protein-Ligand Binding Affinity Prediction

Yupu Zhang, Zelin Xu, Tingsong Xiao et al.

NEURIPS 2025arXiv:2507.06366
1
citations

Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model

Yujun Li, Hongyuan Zhang, Yuan Yuan

AAAI 2025paperarXiv:2412.11075
5
citations

Negative Feedback Really Matters: Signed Dual-Channel Graph Contrastive Learning Framework for Recommendation

Leqi Zheng, Chaokun Wang, Zixin Song et al.

NEURIPS 2025

Revisiting Graph Contrastive Learning on Anomaly Detection: A Structural Imbalance Perspective

Yiming Xu, Zhen Peng, Bin Shi et al.

AAAI 2025paperarXiv:2507.14677
8
citations

Single-View Graph Contrastive Learning with Soft Neighborhood Awareness

Qingqiang Sun, Chaoqi Chen, Ziyue Qiao et al.

AAAI 2025paperarXiv:2412.09261
4
citations

SOLA-GCL: Subgraph-Oriented Learnable Augmentation Method for Graph Contrastive Learning

Tianhao Peng, Xuhong Li, Haitao Yuan et al.

AAAI 2025paperarXiv:2503.10100
4
citations

Community-Invariant Graph Contrastive Learning

Shiyin Tan, Dongyuan Li, Renhe Jiang et al.

ICML 2024arXiv:2405.01350
13
citations

Disentangled Graph Self-supervised Learning for Out-of-Distribution Generalization

Haoyang Li, Xin Wang, Zeyang Zhang et al.

ICML 2024

Efficient Contrastive Learning for Fast and Accurate Inference on Graphs

Teng Xiao, Huaisheng Zhu, Zhiwei Zhang et al.

ICML 2024

Graph Contrastive Invariant Learning from the Causal Perspective

9672 Yanhu Mo, Xiao Wang, Shaohua Fan et al.

AAAI 2024paperarXiv:2401.12564
24
citations

Hierarchical Topology Isomorphism Expertise Embedded Graph Contrastive Learning

Jiangmeng Li, Yifan Jin, Hang Gao et al.

AAAI 2024paperarXiv:2312.14222
9
citations

Multimodal Patient Representation Learning with Missing Modalities and Labels

Zhenbang Wu, Anant Dadu, Nicholas Tustison et al.

ICLR 2024
29
citations

Perfect Alignment May be Poisonous to Graph Contrastive Learning

Jingyu Liu, Huayi Tang, Yong Liu

ICML 2024arXiv:2310.03977
4
citations

Rethinking Graph Masked Autoencoders through Alignment and Uniformity

Liang Wang, Xiang Tao, Qiang Liu et al.

AAAI 2024paperarXiv:2402.07225
32
citations

S3GCL: Spectral, Swift, Spatial Graph Contrastive Learning

Guancheng Wan, Yijun Tian, Wenke Huang et al.

ICML 2024

TopoGCL: Topological Graph Contrastive Learning

Yuzhou Chen, Jose Frias, Yulia Gel

AAAI 2024paperarXiv:2406.17251
30
citations

Unsupervised Episode Generation for Graph Meta-learning

Jihyeong Jung, Sangwoo Seo, Sungwon Kim et al.

ICML 2024arXiv:2306.15217
1
citations