Alibabacloud, Machine Learning, Graph Representation, Negative Sampling.
sampling positive node pairs, while the strategy for negative sampling is left insufficiently explored. To bridge the gap, we systematically analyze the role of negative sampling from the perspectives of both objective and variance, theoretically demonstrating that negative sampling is as important