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Chuning Li

2 accepted papers

2023

The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit

NeurIPS 2023poster

In deep learning theory, the covariance matrix of the representations serves as a proxy to examine the network’s trainability. Motivated by the success of Transform- ers, we study the covariance matrix of a modified Softmax-based attention model with skip connections in the proportional limit of inf…

Cited by 40SourcePDFScholar