Machine learning for electronic design automation: A survey

G Huang, J Hu, Y He, J Liu, M Ma, Z Shen… - ACM Transactions on …, 2021 - dl.acm.org
With the down-scaling of CMOS technology, the design complexity of very large-scale
integrated is increasing. Although the application of machine learning (ML) techniques in …

A survey of machine learning for computer architecture and systems

N Wu, Y **e - ACM Computing Surveys (CSUR), 2022 - dl.acm.org
It has been a long time that computer architecture and systems are optimized for efficient
execution of machine learning (ML) models. Now, it is time to reconsider the relationship …

A customized graph neural network model for guiding analog IC placement

Y Li, Y Lin, M Madhusudan, A Sharma, W Xu… - Proceedings of the 39th …, 2020 - dl.acm.org
Analog IC placement is typically a manual process that requires strong experience and trial-
and-error iterations as it produces a large impact to circuit performance in a complicated …

MAGICAL: An open-source fully automated analog IC layout system from netlist to GDSII

H Chen, M Liu, B Xu, K Zhu, X Tang, S Li… - IEEE Design & …, 2020 - ieeexplore.ieee.org
MAGICAL: An Open-Source Fully Automated Analog IC Layout System from Netlist to GDSII
Page 1 2168-2356 (c) 2020 IEEE. Personal use is permitted, but republication/redistribution …

A survey and perspective on artificial intelligence for security-aware electronic design automation

D Koblah, R Acharya, D Capecci… - ACM Transactions on …, 2023 - dl.acm.org
Artificial intelligence (AI) and machine learning (ML) techniques have been increasingly
used in several fields to improve performance and the level of automation. In recent years …

The dawn of ai-native eda: Opportunities and challenges of large circuit models

L Chen, Y Chen, Z Chu, W Fang, TY Ho… - arxiv preprint arxiv …, 2024 - arxiv.org
Within the Electronic Design Automation (EDA) domain, AI-driven solutions have emerged
as formidable tools, yet they typically augment rather than redefine existing methodologies …

Effective analog/mixed-signal circuit placement considering system signal flow

K Zhu, H Chen, M Liu, X Tang, N Sun… - Proceedings of the 39th …, 2020 - dl.acm.org
Placement is among the most critical steps in analog/mixed-signal (AMS) circuit layout
synthesis. It implicitly determines the wiring topology and therefore has considerable …

Challenges and opportunities toward fully automated analog layout design

H Chen, M Liu, X Tang, K Zhu, N Sun… - Journal of …, 2020 - iopscience.iop.org
Realizing the layouts of analog/mixed-signal (AMS) integrated circuits (ICs) is a complicated
task due to the high design flexibility and sensitive circuit performance. Compared with the …

Performance-driven analog layout automation: Current status and future directions

P Xu, J Li, TY Ho, B Yu, K Zhu - 2024 29th Asia and South …, 2024 - ieeexplore.ieee.org
Optimizing circuit performance presents a pivotal challenge in the realm of automatic analog
physical design. The intricacy of analog performance arises from its sensitivity to layout …

Automating analog constraint extraction: From heuristics to learning

K Zhu, H Chen, M Liu, DZ Pan - 2022 27th Asia and South …, 2022 - ieeexplore.ieee.org
Analog layout synthesis has recently received much attention to mitigate the increasing cost
of manual layout efforts. To achieve the desired performance and design specifications …