1 code implementation • 15 Mar 2022 • Wei Ye, Jiayi Yang, Sourav Medya, Ambuj Singh
Graph neural networks (GNNs) often assume strong homophily in graphs, seldom considering heterophily which means connected nodes tend to have different class labels and dissimilar features.
1 code implementation • 19 Dec 2023 • Wengang Guo, Jiayi Yang, Huilin Yin, Qijun Chen, Wei Ye
Experimental results have demonstrated that our method PICNN (the combination of standard CNNs with our proposed pathway) exhibits greater interpretability than standard CNNs while achieving higher or comparable discrimination power.
no code implementations • 30 Nov 2020 • Jiayi Yang, Lei Deng, Yukuan Yang, Yuan Xie, Guoqi Li
However, neural network quantization can be used to reduce computation load while maintaining comparable accuracy and original network structure.