126 citations · 289 across the 6 of their papers we have counts for
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cs.LG2021★ 126 cited
An Efficient Batch Constrained Bayesian Optimization Approach for Analog Circuit Synthesis via Multi-objective Acquisition Ensemble
Shuhan Zhang, Fan Yang, Changhao Yan +2
Bayesian optimization is a promising methodology for analog circuit synthesis. However, the sequential nature of the Bayesian optimization framework significantly limits its abilit…
cs.LG2020
Projection based Active Gaussian Process Regression for Pareto Front Modeling
Zhengqi Gao, Jun Tao, Yangfeng Su +2
Pareto Front (PF) modeling is essential in decision making problems across all domains such as economics, medicine or engineering. In Operation Research literature, this task has b…
cs.LG2019★ 70 cited
Bayesian Optimization Approach for Analog Circuit Synthesis Using Neural Network
Shuhan Zhang, Wenlong Lyu, Fan Yang +3
Bayesian optimization with Gaussian process as surrogate model has been successfully applied to analog circuit synthesis. In the traditional Gaussian process regression model, the…