activity
20242026
most citedLaMAGIC: Language-Model-based Topology Generation for Analog Integrated Circuits

5 citations · 5 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2026

EXPLORE: Exploration with Guided Search for Analog Topology Generation using Language Models

Guanglei Zhou, Chen-Chia Chang, Yikang Shen +5

Automating analog circuit topology design is essential to reduce the extensive manual effort required to meet increasingly diverse and customized application demands. Recent advanc…

cs.LG2025

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

Chen-Chia Chang, Wan-Hsuan Lin, Yikang Shen +2

Automation of analog topology design is crucial due to customized requirements of modern applications with heavily manual engineering efforts. The state-of-the-art work applies a s…

cs.CV2024

Delta-NAS: Difference of Architecture Encoding for Predictor-based Evolutionary Neural Architecture Search

Arjun Sridhar, Yiran Chen

Neural Architecture Search (NAS) continues to serve a key roll in the design and development of neural networks for task specific deployment. Modern NAS techniques struggle to deal…

cs.LG2024

Improving Routability Prediction via NAS Using a Smooth One-shot Augmented Predictor

Arjun Sridhar, Chen-Chia Chang, Junyao Zhang +1

Routability optimization in modern EDA tools has benefited greatly from using machine learning (ML) models. Constructing and optimizing the performance of ML models continues to be…

cs.AR2024★ 5 cited

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

Chen-Chia Chang, Yikang Shen, Shaoze Fan +5

In the realm of electronic and electrical engineering, automation of analog circuit is increasingly vital given the complexity and customized requirements of modern applications. H…