Search Results for author: Zhufei Chu

Found 2 papers, 1 papers with code

DeepGate2: Functionality-Aware Circuit Representation Learning

1 code implementation25 May 2023 Zhengyuan Shi, Hongyang Pan, Sadaf Khan, Min Li, Yi Liu, Junhua Huang, Hui-Ling Zhen, Mingxuan Yuan, Zhufei Chu, Qiang Xu

Circuit representation learning aims to obtain neural representations of circuit elements and has emerged as a promising research direction that can be applied to various EDA and logic reasoning tasks.

Representation Learning

The prediction of the quality of results in Logic Synthesis using Transformer and Graph Neural Networks

no code implementations23 Jul 2022 Chenghao Yang, Zhongda Wang, Yinshui Xia, Zhufei Chu

Furthermore, the Transformer and GNNs are adopted as a joint learning policy for the QoR prediction of the unseen circuit-optimization sequences.

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