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Online First - 2026

Open AccessArticle

MG2CL: Multi-Granularity Graph Contrastive Learning for Skeleton-Based Action Recognition

Zhize Wu, Pensong Wang, Xin Chen, Thomas Weise, Fei Liu, Shengwei Ji

2026, doi: 10.53941/tgina.2026.100007

10 Downloaded
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Open AccessArticle

PoP-RAG: Holistic Query Planning for GraphRAG

Qiming Zeng, Xintong Hu, Yuhao Lin, Hao Luo, Susie Xi Rao, Xiao Yan, Jiawei Jiang

2026, doi: 10.53941/tgina.2026.100006

7 Downloaded
38 Viewed
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Open AccessReview

Program Graph Learning for Software Vulnerability Analysis: A Survey

Tong Yu, Junjie Wang, Ming Li, Yuhang Hu, Junwei Hu, Xiantao Cai, Wenbin Hu, Alessio Borgi

2026, doi: 10.53941/tgina.2026.100005

31 Downloaded
68 Viewed
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Open AccessEditorial

From Graph Learning to Graph Intelligence

Jia Wu

2026, doi: 10.53941/tgina.2026.100004

18 Downloaded
48 Viewed
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Open AccessArticle

Learning with Blacklists on Graphs via Prototype-Guided Dual-Frequency Filtering

Zhengyang Liu, Hang Yu

2026, doi: 10.53941/tgina.2026.100003

33 Downloaded
124 Viewed
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Open AccessArticle

From Unsupervised to Few-Shot Graph Anomaly Detection: A Multi-Scale Contrastive Learning Approach

Yu Zheng, Junjun Pan, Yue Tan, Ming Jin, Yixin Liu, Lianhua Chi, Khoa Phan, Yi-Ping Phoebe Chen

2026, doi: 10.53941/tgina.2026.100002

33 Downloaded
96 Viewed
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Open AccessReview

Differentially Private Graph Learning: A Survey

Longzhu He, Li Sun, Ming Li, Yang Cao, Sen Su, Masatoshi Yoshikawa, Jia Wu, Pietro Liò, Philip S. Yu

2026, doi: 10.53941/tgina.2026.100001

44 Downloaded
121 Viewed
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