CircuitNet: An Open-Source Dataset for Machine Learning in VLSI CAD Applications With Improved Domain-Specific Evaluation Metric and Learning Strategies

Author:

Chai Zhuomin1ORCID,Zhao Yuxiang2,Liu Wei1,Lin Yibo2ORCID,Wang Runsheng2ORCID,Huang Ru2

Affiliation:

1. School of Physics and Technology and the School of Microelectronics, Wuhan University, Wuhan, China

2. School of Integrated Circuits, Peking University, Beijing, China

Funder

National Key Research and Development Program of China

National Science Foundation of China

Higher Education Discipline Innovation Project

Special Fund of Hubei Luojia Laboratory

Fundamental Research Funds for the Central Universities

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Graphics and Computer-Aided Design,Software

Cited by 12 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Optimizing Predictive AI in Physical Design Flows with Mini Pixel Batch Gradient Descent;Proceedings of the 2024 ACM/IEEE International Symposium on Machine Learning for CAD;2024-09-09

2. TSTL-GNN: Graph-Based Two-Stage Transfer Learning for Timing Engineering Change Order Analysis Acceleration;Electronics;2024-07-23

3. PGAU: Static IR Drop Analysis for Power Grid using Attention U-Net Architecture and Label Distribution Smoothing;Proceedings of the Great Lakes Symposium on VLSI 2024;2024-06-12

4. A Standard Deviation Incorporated Attention Module Enhanced U-Net for Routability Prediction;2024 9th International Conference on Electronic Technology and Information Science (ICETIS);2024-05-17

5. A Lightweight Inception Boosted U-Net Neural Network for Routability Prediction;2024 2nd International Symposium of Electronics Design Automation (ISEDA);2024-05-10

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