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20192021
most citedAn Efficient Batch Constrained Bayesian Optimization Approach for Analog Circuit Synthesis via Multi-objective Acquisition Ensemble

126 citations · 373 across the 10 of their papers we have counts for

collaborators

10 papers

cs.ET2021★ 15 cited

ADEPT: Automatic Differentiable DEsign of Photonic Tensor Cores

Jiaqi Gu, Hanqing Zhu, Chenghao Feng +5

Photonic tensor cores (PTCs) are essential building blocks for optical artificial intelligence (AI) accelerators based on programmable photonic integrated circuits. PTCs can achiev…

cs.CV2021

Ultra Light OCR Competition Technical Report

Shuhan Zhang, Yuxin Zou, Tianhe Wang +1

Ultra Light OCR Competition is a Chinese scene text recognition competition jointly organized by CSIG (China Society of Image and Graphics) and Baidu, Inc. In addition to focusing…

eess.SY2021

LinEasyBO: Scalable Bayesian Optimization Approach for Analog Circuit Synthesis via One-Dimensional Subspaces

Shuhan Zhang, Fan Yang, Changhao Yan +2

A large body of literature has proved that the Bayesian optimization framework is especially efficient and effective in analog circuit synthesis. However, most of the previous rese…

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…

eess.SY2021★ 41 cited

An Efficient Asynchronous Batch Bayesian Optimization Approach for Analog Circuit Synthesis

Shuhan Zhang, Fan Yang, Dian Zhou +1

In this paper, we propose EasyBO, an Efficient ASYnchronous Batch Bayesian Optimization approach for analog circuit synthesis. In this proposed approach, instead of waiting for the…

cs.DB2021

BigCarl: Mining frequent subnets from a single large Petri net

Ruqian Lu, Shuhan Zhang

While there have been lots of work studying frequent subgraph mining, very rare publications have discussed frequent subnet mining from more complicated data structures such as Pet…

cs.LG2021★ 1 cited

PSpan:Mining Frequent Subnets of Petri Nets

Ruqian Lu, Shuhan Zhang

This paper proposes for the first time an algorithm PSpan for mining frequent complete subnets from a set of Petri nets. We introduced the concept of complete subnets and the net g…

cs.CV2020★ 68 cited

TinaFace: Strong but Simple Baseline for Face Detection

Yanjia Zhu, Hongxiang Cai, Shuhan Zhang +2

Face detection has received intensive attention in recent years. Many works present lots of special methods for face detection from different perspectives like model architecture,…

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…

eess.SY2019★ 52 cited

An Efficient Multi-fidelity Bayesian Optimization Approach for Analog Circuit Synthesis

Shuhan Zhang, Wenlong Lyu, Fan Yang +4

This paper presents an efficient multi-fidelity Bayesian optimization approach for analog circuit synthesis. The proposed method can significantly reduce the overall computational…