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Arxiv

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Image Credit: Arxiv

Implicit Bias and Fast Convergence Rates for Self-attention

  • Researchers study the implicit bias of self-attention in transformers.
  • Convergence of the key-query matrix is possbile with certain conditions.
  • Two adaptive step-size strategies, normalized GD and Polyak step-size, are analyzed.
  • The findings accelerate parameter convergence and deepen understanding of implicit bias in self-attention.

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