| 1 | -- | 0 | Haixun Wang. Letter from the Editor-in-Chief |
| 2 | -- | 3 | Kyu-Young Whang. Letter from the TCDE Service Award Winner |
| 4 | -- | 0 | Karthik Subbian. Letter from the Special Issue Editor |
| 5 | -- | 11 | Wang Chiew Tan. Unstructured and structured data: Can we have the best of both worlds with large language models? |
| 12 | -- | 34 | Jiong Zhu, Yujun Yan, Mark Heimann, Lingxiao Zhao, Leman Akoglu, Danai Koutra. Heterophily and Graph Neural Networks: Past, Present and Future |
| 35 | -- | 63 | Jaykumar Kakkad, Jaspal Jannu, Kartik Sharma, Charu Aggarwal 0001, Sourav Medya. A Survey on Explainability of Graph Neural Networks |
| 64 | -- | 79 | Jialin Chen, Kenza Amara, Junchi Yu, Rex Ying. Generative Explanation for Graph Neural Network: Methods and Evaluation |
| 80 | -- | 95 | Yan Han, Yuning You, Wenqing Zheng, Scott Hoang, Tianxin Wei, Majdi Hassan, Tianlong Chen, Ying Ding 0001, Yang Shen 0001, Zhangyang Wang. Graph Contrastive Learning: An Odyssey towards Generalizable, Scalable and Principled Representation Learning on Graphs |
| 96 | -- | 107 | C. Seshadhri 0001. Limitations of low dimensional graph embeddings |
| 108 | -- | 125 | Yiqi Wang 0001, Yao Ma 0001, Wei Jin 0009, Chaozhuo Li, Charu Aggarwal 0001, Jiliang Tang. Customized Graph Nerual Networks |
| 126 | -- | 139 | Hongyu Ren, Ali Mousavi 0003, Anil Pacaci, Shihabur Rahman Chowdhury, Jason Mohoney, Ihab F. Ilyas, Yunyao Li 0001, Theodoros Rekatsinas. Fact Ranking over Large-Scale Knowledge Graphs with Reasoning Embedding Models |
| 140 | -- | 165 | Tong Zhao 0003, Wei Jin 0009, Yozen Liu, Yingheng Wang, Gang Liu 0025, Stephan Günnemann, Neil Shah, Meng Jiang 0001. Graph Data Augmentation for Graph Machine Learning: A Survey |