Faculty

Institution

Unit

Venue

Hai Zhou

Professor of Electrical and Computer Engineering and by courtesy Computer Science

Northwestern University

Affiliations

Mccormick School of Engineering & Applied Science

Department of Computer Science

Department of Electrical and Computer Engineering

Weinberg College of Arts and Sciences

Department of Political Science

Hai Zhou is currently serving as a Computer Science Professor of Electrical and Computer Engineering and by courtesy Computer Science at Northwestern University.

Honors

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Experiences

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Education

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Hai Zhou

Northwestern University

Professor of Electrical and Computer Engineering and by courtesy Computer Science

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electrical engineering systems engineering computer science computer engineering computer-aided design power electronics design automation design optimization computer security formal methods cryptography hardware security circuit design vlsi technology engineering optimization information security vlsi design microelectronics computer architecture computational optimization vlsi circuit electronics electronic design timing analysis electronic design automation data security network routing process variations network routing algorithm electronic engineering networked system design combinatorial optimization vlsi architecture obfuscation (software) automatic control high performance computer architecture mathematical optimization yield optimization network optimization scheduling (computing) lagrangian relaxation microarchitecture interconnect (integrated circuits) buffer management accelerated design digital circuit design crosstalk constraints logic encryptions gate sizing logic encryption efficient algorithms coupling-noise reduction high-level synthesis wireless communications interconnection networks interconnection network architecture advanced design hardware acceleration wireless security control architecture dynamic programming computational model theory double dip track assignment crosstalk avoidance global routing layout decomposition multiple patterning lithography smart bit-width allocation caching yield (engineering) 3d ic architecture function theory computability theory constraint satisfaction constraint programming

Notable Scholarly Works

Notable Federal Grants

Collaborators

LLA: Enhancing Security and Privacy for Generative Models With Logic-Locked Accelerators. Underline Science Inc. (2026)

data privacyprivacy protectioncomputer securityhardware security solutioncryptographic hardwarelogic-locked acceleratorscryptographic primitivesgenerative modelslightweight cryptographydata scienceinformation securitydata securitydifferential privacyenhancing securitycomputer sciencehardware security

An Efficient Placement Speedup Technique Based on Graph Signal Processing. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2025)

graph signal processingcomputer engineeringgraph theorylocation management

RE3: Finding Refinement Relations With Relational Mapping Abstraction. (2025)

database theorydatabaseslogic in computer sciencerelation (philosophy)formal methodsrelational databasecomputer scienceknowledge-based systemsfinding refinement relationsautomated reasoningknowledge representation and reasoning

The Power of Graph Signal Processing for Chip Placement Acceleration. ArXiv.org (2025)

physical design (electronics)system on chipvlsi designgraph signal processingcomputer engineeringgraph theorycircuit designcomputer architecturedigital signal processingintegrated circuitshigh performance computer architectureelectrical engineeringvlsi architecturevlsi technologyvlsi circuit

A Novel Method for Reference Parameters Identification and Electrical Property Estimation of Pv Modules Under Varying Operating Conditions. Energy Conversion and Management X (2024)

Yunpeng ZhangChang LiuHao LuHai ZhouJi WuMing Yang

photovoltaicsoperating conditionsnovel methodreference parameters identificationenergy conversionpower electronicselectrical engineeringpv moduleselectrical property estimation

Evaluating the Security of Logic Locking on Deep Neural Networks. (2024)

You LiGuannan ZhaoYunqi HeHai Zhou

computer securitydeep neural networkssecurity controlsdata securityinformation securitycomputer science

Hierarchical Graph Learning-Based Floorplanning With Dirichlet Boundary Conditions. IEEE Transactions on Very Large Scale Integration (VLSI) Systems (2024)

Yiting LiuHai ZhouJia WangFan YangXuan ZengLi Shang

embedded systemssystems engineeringdistributed systemsvlsi designgraph processingsystem area networkgraph theorydata integrationformal methodsultra-large systemapplied mathematicsvlsi architecturenetworked system designvlsi technologyengineeringdirichlet boundary conditions

Multimodal Bayesian Networks for Automatic Skin Disease Diagnosis. 2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (2024)

Yunqi HeJiahe LiuYou LiHai ZhouLinglong CaiTaimei Cui

deep learningmachine learning researchdata sciencehealth informaticsimage analysisautomatic classificationmachine learningdermatologydiagnosisbiostatisticsmedical image computingdisease classificationunsupervised machine learningbiomedical informaticsbayesian networkdisease detectionbayesian analysismultimodal bayesian networksinformation fusion

Property Guided Secure Configuration Space Search. Lecture notes in computer science (2024)

You LiKaiyu HouYunqi HeYan ChenHai Zhou

configuration managementcryptographycomputer securitydata managementinformation technologydata securityinformation securitysecure computingcomputer sciencesecurity property

A Combination of Dnn and Bn for Automatic Skin Disease Diagnosis. 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI) (2023)

Yunqi HeLinglong CaiTaimei CuiYou LiHai Zhou

computational imagingdermatologybiomedical informaticsneural network (machine learning)biomedical engineeringadvanced imagingcomputer-aided diagnosisdisease detectiondeep learningmedical imagingdiagnostic imagingmedical image computingimage analysisdisease diagnosisbiomedical imagingdigital medicinemachine learningneuroscience

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Hai Zhou

Professor of Electrical and Computer Engineering and by courtesy Computer Science

Northwestern University

Affiliations

Mccormick School of Engineering & Applied Science

Department of Computer Science

Department of Electrical and Computer Engineering

Weinberg College of Arts and Sciences

Department of Political Science

Hai Zhou is currently serving as a Computer Science Professor of Electrical and Computer Engineering and by courtesy Computer Science at Northwestern University.

Honors

Create free account to unlock more features

Experiences

Create free account to unlock more features

Education

Create free account to unlock more features

Hai Zhou

Northwestern University

Professor of Electrical and Computer Engineering and by courtesy Computer Science

You can click a keyword to filter the displayed items

Notable Scholarly Works

Notable Federal Grants

Collaborators

LLA: Enhancing Security and Privacy for Generative Models With Logic-Locked Accelerators. Underline Science Inc. (2026)

An Efficient Placement Speedup Technique Based on Graph Signal Processing. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2025)

graph signal processingcomputer engineeringgraph theorylocation management

RE3: Finding Refinement Relations With Relational Mapping Abstraction. (2025)

The Power of Graph Signal Processing for Chip Placement Acceleration. ArXiv.org (2025)

A Novel Method for Reference Parameters Identification and Electrical Property Estimation of Pv Modules Under Varying Operating Conditions. Energy Conversion and Management X (2024)

Yunpeng ZhangChang LiuHao LuHai ZhouJi WuMing Yang

photovoltaicsoperating conditionsnovel methodreference parameters identificationenergy conversionpower electronicselectrical engineeringpv moduleselectrical property estimation

Evaluating the Security of Logic Locking on Deep Neural Networks. (2024)

You LiGuannan ZhaoYunqi HeHai Zhou

computer securitydeep neural networkssecurity controlsdata securityinformation securitycomputer science

Hierarchical Graph Learning-Based Floorplanning With Dirichlet Boundary Conditions. IEEE Transactions on Very Large Scale Integration (VLSI) Systems (2024)

Yiting LiuHai ZhouJia WangFan YangXuan ZengLi Shang

Multimodal Bayesian Networks for Automatic Skin Disease Diagnosis. 2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (2024)

Yunqi HeJiahe LiuYou LiHai ZhouLinglong CaiTaimei Cui

Property Guided Secure Configuration Space Search. Lecture notes in computer science (2024)

You LiKaiyu HouYunqi HeYan ChenHai Zhou

configuration managementcryptographycomputer securitydata managementinformation technologydata securityinformation securitysecure computingcomputer sciencesecurity property

A Combination of Dnn and Bn for Automatic Skin Disease Diagnosis. 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI) (2023)

Yunqi HeLinglong CaiTaimei CuiYou LiHai Zhou

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Similar Faculty Members

Peter A. Beerel

Institution

University of Southern California

secure computing

computer engineering

Alex Orailoglu

Institution

University of California, San Diego

electronic design automation

field programmable gate array

C. K. Cheng

Institution

University of California, San Diego

electrical engineering

systems engineering

Puneet Gupta

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design

electronic design automation

Lei He

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advanced intelligent system

multidisciplinary ai

Bill Lin

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gigascale integration

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vlsi circuit design

Margaret Marek-Sadowska

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circuit simulation

computer engineering

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New York University

data security

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University of Cincinnati

design automation

formal verification