Towards Collaborative Intelligence: Routability Estimation based on Decentralized Private Data

no code implementations • 30 Mar 2022 • Jingyu Pan, Chen-Chia Chang, Zhiyao Xie, Ang Li, Minxue Tang, Tunhou Zhang, Jiang Hu, Yiran Chen

To further strengthen the results, we co-design a customized ML model FLNet and its personalization under the decentralized training scenario.

Federated Learning

The Dark Side: Security Concerns in Machine Learning for EDA

no code implementations • 20 Mar 2022 • Zhiyao Xie, Jingyu Pan, Chen-Chia Chang, Yiran Chen

The growing IC complexity has led to a compelling need for design efficiency improvement through new electronic design automation (EDA) methodologies.

BIG-bench Machine Learning

Automatic Routability Predictor Development Using Neural Architecture Search

no code implementations • 3 Dec 2020 • Chen-Chia Chang, Jingyu Pan, Tunhou Zhang, Zhiyao Xie, Jiang Hu, Weiyi Qi, Chun-Wei Lin, Rongjian Liang, Joydeep Mitra, Elias Fallon, Yiran Chen

The rise of machine learning technology inspires a boom of its applications in electronic design automation (EDA) and helps improve the degree of automation in chip designs.

BIG-bench Machine Learning Neural Architecture Search