CircuitNet: An Open-Source Dataset for Machine Learning Applications in Electronic Design Automation (EDA). (arXiv:2208.01040v2 [cs.LG] UPDATED)

Web: http://arxiv.org/abs/2208.01040

The electronic design automation (EDA) community has been actively exploring
machine learning for very-large-scale-integrated computer aided design (VLSI
CAD). Many studies have explored learning based techniques for cross-stage
prediction tasks in the design flow to achieve faster design convergence.
Although building machine learning (ML) models usually requires a large amount
of data, most studies can only generate small internal datasets for validation
due to the lack of large public datasets. In this essay, we present the first
open-source dataset for …

applications arxiv automation dataset design eda electronic learning lg machine machine learning open