Space-invariant projection in streaming network embedding

Y Zhang, H Wang, J Zhao - Information Sciences, 2023 - Elsevier
The introduction of new nodes in dynamic networks gradually leads to drift in the node
embedding space, and the retraining of node embeddings and downstream models is …

Fast generating A large number of gumbel-max variables

Y Qi, P Wang, Y Zhang, J Zhao, G Tian… - Proceedings of The Web …, 2020 - dl.acm.org
The well-known Gumbel-Max Trick for sampling elements from a categorical distribution (or
more generally a nonnegative vector) and its variants have been widely used in areas such …