Efficient Non-Sampling Graph Neural Networks
The main idea is to use all the negative samples when optimizing the learning objective to avoid the sampling process, and rearrange the origin loss function into a linear form and take advantage of meticulous mathematical derivation to reduce the complexity of the loss function.
Pierpaolo Basile, Birgitta Dresp-Langley, Jianchao Ji et al.
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