2 papers
cs.LG2025
Exploiting Function-Family Structure in Analog Circuit Optimization
Zhuohua Liu, Kaiqi Huang, Qinxin Mei +2
Analog circuit optimization is typically framed as black-box search over arbitrary smooth functions, yet device physics constrains performance mappings to structured families: expo…
cs.LG2024
KATO: Knowledge Alignment and Transfer for Transistor Sizing of Different Design and Technology
Wei W. Xing, Weijian Fan, Zhuohua Liu +2
Automatic transistor sizing in circuit design continues to be a formidable challenge. Despite that Bayesian optimization (BO) has achieved significant success, it is circuit-specif…