Publications

LaMAGIC2: Advanced Circuit Formulations for Language Model-Based Analog Topology Generation

Chen-Chia Chang, Wan-Hsuan Lin Yikang Shen, Yiran Chen, and Xin Zhang
Proceedings of the 42 st International Conference on Machine Learning (ICML), Vancouver, Canada. PMLR 235, 2025, 2025

DRC-Coder: Automated DRC Checker Code Generation Using LLM Autonomous Agent

Chen-Chia Chang, Chia-Tung Ho, Yaguang Li, Yiran Chen, and Haoxing Ren
Proceedings of the 2025 International Symposium on Physical Design (ISPD ’25), March 16–19, 2025, Austin, TX, USA., 2025

PRICING: Privacy-Preserving Circuit Data Sharing Framework for Lithographic Hotspot Detection

Chen-Chia Chang, Wan-Hsuan Lin, Jingyu Pan, Guanglei Zhou, Zhiyao Xie, Jiang Hu, and Yiran Chen
In 30th Asia and South Pacific Design Automation Conference (ASPDAC ’25), January 20–23, 2025, Tokyo, Japan., 2025

LaMAGIC: Language-Model-based Topology Generation for Analog Integrated Circuits

Chen-Chia Chang, Yikang Shen, Shaoze Fan, Jing Li, Shun Zhang, Ningyuan Cao, Yiran Chen, and Xin Zhang
Proceedings of the 41 st International Conference on Machine Learning (ICML), Vienna, Austria. PMLR 235, 2024, 2024

Toward Fully Automated Machine Learning for Routability Estimator Development

Chen-Chia Chang, Jingyu Pan, Zhiyao Xie, Tunhou Zhang, Jiang Hu, and Yiran Chen
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, VOL. 43, NO. 3, MARCH 2024, 2024

Rethink before Releasing your Model: ML Model Extraction Attack in EDA

Chen-Chia Chang, Jingyu Pan, Zhiyao Xie, Jiang Hu, and Yiran Chen
Proceedings of IEEE/ACM Asia and South Pacific Design Automation Conference (ASP-DAC), 2023
Best paper award

Fully Automated Machine Learning Model Development for Analog Placement Quality Prediction

Chen-Chia Chang, Jingyu Pan, Zhiyao Xie, Yaguang Li, Yishuang Lin, Jiang Hu, and Yiran Chen
Proceedings of IEEE/ACM Asia and South Pacific Design Automation Conference (ASP-DAC), 2023
Best paper nomination

DEEP: Developing Extremely Efficient Runtime On-Chip Power Meters

Zhiyao Xie, Shiyu Li , Mingyuan Ma, Chen-Chia Chang, Jingyu Pan, Jiang Hu, and Yiran Chen
Proceedings of IEEE/ACM IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2022