most citedLearning Chemotherapy Drug Action via Universal Physics-Informed Neural Networks

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cs.LG2024

Scalable Graph Self-Supervised Learning

Ali Saheb Pasand, Reza Moravej, Mahdi Biparva +2

In regularization Self-Supervised Learning (SSL) methods for graphs, computational complexity increases with the number of nodes in graphs and embedding dimensions. To mitigate the…

cs.LG2024

WERank: Towards Rank Degradation Prevention for Self-Supervised Learning Using Weight Regularization

Ali Saheb Pasand, Reza Moravej, Mahdi Biparva +1

A common phenomena confining the representation quality in Self-Supervised Learning (SSL) is dimensional collapse (also known as rank degeneration), where the learned representatio…