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Chen-Chia Chang
Chen-Chia Chang
Verified email at duke.edu
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Year
Preplacement net length and timing estimation by customized graph neural network
Z Xie, R Liang, X Xu, J Hu, CC Chang, J Pan, Y Chen
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
282022
Automatic routability predictor development using neural architecture search
CC Chang, J Pan, T Zhang, Z Xie, J Hu, W Qi, CW Lin, R Liang, J Mitra, ...
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-9, 2021
282021
DEEP: Developing extremely efficient runtime on-chip power meters
Z Xie, S Li, M Ma, CC Chang, J Pan, Y Chen, J Hu
Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided …, 2022
152022
Towards collaborative intelligence: Routability estimation based on decentralized private data
J Pan, CC Chang, Z Xie, A Li, M Tang, T Zhang, J Hu, Y Chen
Proceedings of the 59th ACM/IEEE Design Automation Conference, 961-966, 2022
142022
PANDA: Architecture-level power evaluation by unifying analytical and machine learning solutions
Q Zhang, S Li, G Zhou, J Pan, CC Chang, Y Chen, Z Xie
2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 01-09, 2023
112023
LaMAGIC: Language-Model-based Topology Generation for Analog Integrated Circuits
CC Chang, Y Shen, S Fan, J Li, S Zhang, N Cao, Y Chen, X Zhang
Proceedings of the 41st International Conference on Machine Learning, PMLR …, 2024
72024
Fully automated machine learning model development for analog placement quality prediction
CC Chang, J Pan, Z Xie, Y Li, Y Lin, J Hu, Y Chen
Proceedings of the 28th Asia and South Pacific Design Automation Conference …, 2023
62023
Time-division multiplexing based system-level FPGA routing
WK Liu, MH Chen, CM Chang, CC Chang, YW Chang
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-6, 2021
52021
Rethink before releasing your model: ML model extraction attack in EDA
CC Chang, J Pan, Z Xie, J Hu, Y Chen
Proceedings of the 28th Asia and South Pacific Design Automation Conference …, 2023
42023
The Dark Side: Security and Reliability Concerns in Machine Learning for EDA
Z Xie, J Pan, CC Chang, J Hu, Y Chen
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
42022
The dark side: Security concerns in machine learning for EDA
Z Xie, J Pan, CC Chang, Y Chen
arXiv preprint arXiv:2203.10597, 2022
42022
Robustify ML-based lithography hotspot detectors
J Pan, CC Chang, Z Xie, J Hu, Y Chen
Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided …, 2022
32022
Deep learning for routability
Z Xie, J Pan, CC Chang, R Liang, EC Barboza, Y Chen
Machine learning applications in electronic design automation, 35-61, 2022
32022
EDALearn: A Comprehensive RTL-to-Signoff EDA Benchmark for Democratized and Reproducible ML for EDA Research
J Pan, CC Chang, Z Xie, Y Chen
arXiv preprint arXiv:2312.01674, 2023
22023
DRC-Coder: Automated DRC Checker Code Generation Using LLM Autonomous Agent
CC Chang, CT Ho, Y Li, Y Chen, H Ren
arXiv preprint arXiv:2412.05311, 2024
12024
Improving Routability Prediction via NAS Using a Smooth One-shot Augmented Predictor
A Sridhar, CC Chang, J Zhang, Y Chen
arXiv preprint arXiv:2411.14296, 2024
12024
A Survey of Research in Large Language Models for Electronic Design Automation
J Pan, G Zhou, CC Chang, I Jacobson, J Hu, Y Chen
ACM Transactions on Design Automation of Electronic Systems, 2025
2025
PRICING: Privacy-Preserving Circuit Data Sharing Framework for Lithographic Hotspot Detection
CC Chang, WH Lin, J Pan, G Zhou, Z Xie, J Hu, Y Chen
2025
Towards Fully Automated Machine Learning for Routability Estimator Development
CC Chang, J Pan, Z Xie, T Zhang, J Hu, Y Chen
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2023
2023
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Articles 1–19