Unveiling the Hidden Structure of Self-Attention via Kernel Principal Component Analysis

Neural Information Processing Systems 

The remarkable success of transformers in sequence modeling tasks, spanning various applications in natural language processing and computer vision, is attributed to the critical role of self-attention.

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