IEEE Computer Society
| June 2023 | Vol. 47 No. 2 |
IEEE Computer Society
|
Letters |
| Letter from the Editor-in-Chief | Haixun Wang | 1 |
| Letter from the TCDE Service Award Winner | Kyu-Young Whang | 2 |
| Letter from the Special Issue Editor | Karthik Subbian | 4 |
Opinions |
| Unstructured and structured data: Can we have the best of both worlds with large language models? |
| Wang-Chiew Tan | 5 |
Special Issue on Graph Neural Networks |
| Heterophily and Graph Neural Networks: Past, Present and Future |
| Jiong Zhu, Yujun Yan, Mark Heimann, Lingxiao Zhao, Leman Akoglu, Danai Koutra | 12 |
| A Survey on Explainability of Graph Neural Networks |
| Jaykumar Kakkad, Jaspal Jannu, Kartik Sharma, Charu Aggarwal, Sourav Medya | 35 |
| Generative Explanation for Graph Neural Network: Methods and Evaluation |
| Jialin Chen, Kenza Amara, Junchi Yu, Rex Ying | 64 |
| Graph Contrastive Learning: An Odyssey towards Generalizable, Scalable and Principled Representation |
| Learning on Graphs | Yan Han, Yuning You, Wenqing |
| Zheng, Scott Hoang, Tianxin Wei, Majdi Hassan, Tianlong Chen, Ying Ding, Yang Shen, Zhangyang Wang | 80 |
| Limitations of low dimensional graph embeddings | C. Seshadri | 96 |
| Customized Graph Nerual Networks | Yiqi Wang, Yao Ma, Wei Jin, Chaozhuo Li, Charu Aggarwal, Jiliang Tang | 108 |
| Fact Ranking over Large-Scale Knowledge Graphs with Reasoning Embedding Models | Hongyu Ren, |
| Ali Mousavi, Anil Pacaci, Shihabur R. Chowdhury, Jason Mohoney, |
| Ihab F. Ilyas, Yunyao Li, Theodoros Rekatsinas | 126 |
| Graph Data Augmentation for Graph Machine Learning: A Survey |
| Tong Zhao, Wei Jin, Yozen Liu, Yingheng Wang, Gang Liu, Stephan Gunnemann, Neil Shah, Meng Jiang | 140 |
Conference and Journal Notices |
| TCDE Membership Form | 166 |