2 papers
cs.LG2025
Enhancing Node-Level Graph Domain Adaptation by Alleviating Local Dependency
Xinwei Tai, Dongmian Zou, Hongfei Wang
Recent years have witnessed significant advancements in machine learning methods on graphs. However, transferring knowledge effectively from one graph to another remains a critical…
cs.LG2025
Self-similarity Analysis in Deep Neural Networks
Jingyi Ding, Chengwen Qi, Hongfei Wang +4
Current research has found that some deep neural networks exhibit strong hierarchical self-similarity in feature representation or parameter distribution. However, aside from preli…