From the 1 of 4 linked papers with an AI index.
4 papers
EXPLORE: Exploration with Guided Search for Analog Topology Generation using Language Models
Guanglei Zhou, Chen-Chia Chang, Yikang Shen +5
The paper introduces EXPLORE, a framework that combines transformer-based language model decoding with simulator-guided Monte Carlo Tree Search to improve the generation of analog…
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…
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…
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…