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Complex network based machine learning method for predicting circuit timing

delete2025-10-31
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PRE
AI
T
Tingyuan Nie *
M
Mingzhi Zhao
P
Pengfei Liu
Z
Zhenhao Wang
DOI:10.1016/j.asoc.2025.114100delete
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Abstract

Abstract

En 中文
• Propose a complex network-based machine learning method to predict circuit timing. • Basic and augmented models constructed on circuit and complex network features. • Augmented model outperforms basic model in timing prediction accuracy. • It shows the efficiency of utilizing complex networks for predicting circuit timing.

Journal

Applied Soft Computing cover
Applied Soft Computing
IF:
6.6
Papers:
1.4W
Citations:
4.8W

Organization

No organization information available
Cited Papers

Cited Papers

No cited papers available