BriefGPT.xyz
Mar, 2020
具有梯度的神经网络的相似性
Similarity of Neural Networks with Gradients
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Shuai Tang, Wesley J. Maddox, Charlie Dickens, Tom Diethe, Andreas Damianou
TL;DR
提出了一种新的神经网络相似性计算方法，采用特征向量和梯度向量作为模型表示，结合快速绘图技术可以高效地比较不同数据集中神经网络的相似性。
Abstract
A suitable
similarity index
for comparing learnt
neural networks
plays an important role in understanding the behaviour of the highly-nonlinear functions, and can provide insights on further theoretical analysis
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