Online First - 2026
Graph-Aware Controlled Continuous Dynamics Network for Information Diffusion Prediction
Jianfu Zheng, Fei Xiong, Zhiyuan Zhang, Pengcheng Huang
2026, doi: 10.53941/tgina.2026.100009
A Comprehensive Survey on Graph-Structured Small-Molecule Drug Discovery and Development with Deep Learning
Junwei Hu, Wei Zhang, Zhuohao Lin, Jiajun Yu, Jiameng Chen, Jiawei Du, Wenbin Hu, Kun Li, João Gama
2026, doi: 10.53941/tgina.2026.100008
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
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
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
From Graph Learning to Graph Intelligence
Jia Wu
2026, doi: 10.53941/tgina.2026.100004
Learning with Blacklists on Graphs via Prototype-Guided Dual-Frequency Filtering
Zhengyang Liu, Hang Yu
2026, doi: 10.53941/tgina.2026.100003
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
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
