Axiomatization of Gradient Smoothing in Neural Networks

Gradients play a pivotal role in neural networks explanation. The inherent high dimensionality and structural complexity of neural networks result in the original gradients containing a significant amount of noise. While several approaches were proposed to reduce noise with smoothing, there is littl...

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Veröffentlicht in:	arXiv.org 2024-06
Hauptverfasser:	Zhou, Linjiang, Shi, Xiaochuan, Ma, Chao, Wang, Zepeng
Format:	Artikel
Sprache:	eng
Schlagworte:	Axioms Neural networks Smoothing
Online-Zugang:	Volltext
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