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期刊&会议

International Joint Conference on Artificial Intelligence · 会议 · Artificial Intelligence

2025-12-05 至 2025-12-05 共收录 1
2512.04530 2025-12-05 cs.LG

Explainable Graph Representation Learning via Graph Pattern Analysis

通过图模式分析实现可解释的图表示学习

Xudong Wang, Ziheng Sun, Chris Ding, Jicong Fan

机构 * School of Data Science, The Chinese University of Hong Kong, Shenzhen (CUHK-Shenzhen)(数据科学学院,香港中文大学(深圳)) Shenzhen Research Institute of Big Data(深圳大数据研究院)

AI总结 本文提出PXGL-GNN框架,通过图模式分析实现图表示的可解释性,解决了传统方法在节点特征忽略和高维问题上的局限。

Comments Full version with appendix of the paper published in the Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-25), Main Track

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-25), Main Track, pages 3426-3434, 2025

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