A Hierarchical Adaptive Multi-Task Reinforcement Learning Framework for Multiplier Circuit Design

Z Wang, J Wang, D Zuo, J Yunjie, X Xia… - … on Machine Learning, 2024 - openreview.net
Multiplier design---which aims to explore a large combinatorial design space to
simultaneously optimize multiple conflicting objectives---is a fundamental problem in the …

A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design

Z Wang, L Chen, J Wang, X Li, Y Bai, X Li… - arXiv preprint arXiv …, 2023 - arxiv.org
Logic Synthesis (LS) plays a vital role in chip design--a cornerstone of the semiconductor
industry. A key task in LS is to transform circuits--modeled by directed acyclic graphs (DAGs) …

[PDF][PDF] Circuit Transformer: A Transformer That Preserves Logical Equivalence

X Li, X Li, L Chen, X Zhang, M Yuan, J Wang - snowkylin.github.io
Despite the significant advancements in next token prediction models, they are often
considered less promising for logic tasks that demand exact precision. In this study, we …