BriefGPT.xyz
Mar, 2024
Transformer模型对学习低敏感性函数的简洁倾向
Simplicity Bias of Transformers to Learn Low Sensitivity Functions
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Bhavya Vasudeva, Deqing Fu, Tianyi Zhou, Elliott Kau, Youqi Huang...
TL;DR
通过对变压器在随机输入变化的敏感性进行研究,揭示了其简约偏差以及频谱偏差,并发现低敏感性偏差与提高鲁棒性相关,并可作为进一步提高变压器鲁棒性的有效干预手段。
Abstract
transformers
achieve state-of-the-art accuracy and robustness across many tasks, but an understanding of the
inductive biases
that they have and how those biases are different from other
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