Junlong Zhou, Ph.D

Associate Professor, PhD Supervisor

School of Computer Science and Engineering
Nanjing University of Science and Technology

Address: 2075-1 CS Building, 200 Xiaolingwei Road, Nanjing, China
Phone: +86-025-84315635
Email: jlzhou@njust.edu.cn

[中文版] [Awards] [Biography] [News] [Research Interests] [Team] [Selected Publication] [Service] [Recruitment] [Student]


Biography

Dr. Junlong Zhou received his Ph.D. in Computer Science from the East China Normal University in June 2017. He was a visiting scholar in the Computer Science and Engineering Department at the University of Notre Dame. He is currently an Associate Professor in the School of Computer Science and Engineering at the Nanjing University of Science and Technology, China. His research interests include embedded systems, cloud-edge-IoT, and cyber-physical systems, where he has published 100 refereed papers, including 40 in premier IEEE/ACM Transaction such as TC, TCAD, TPDS, TDSC, TSC, 3 ESI Top 0.1% Hot Paper, 8 ESI Top 1% Highly Cited Paper, and 2 IEEE Best Paper Award. He was ranked in Standford University of the World’s TOP 2% Scientists 2020-2023.

Dr. Zhou’s research is supported by the National Natural Science Foundation of China, Natural Science Foundation of Jiangsu Province, China Postdoctoral Science Foundation, Postdoctoral Science Foundation of Jiangsu Province, Fundamental Research Funds for the Central Universities, State Key Laboratory of Computer Architecture, National Trusted Embedded Software Engineering Technology Research Center, Ministry of Education Engineering Research Center of Software/Hardware Co-Design Technology and Application, and internal grants from NJUST.

Dr. Zhou is the vice secretary of CCF Technical Committee on Embedded Systems and the secretary of JSCS Technical Committee on System Architecture. He serves as a Subject Area Editor for the Journal of Systems Architecture: Embedded Software Design, an Associate Editor for the Journal of Circuits, Systems, and Computers, the IET Cyber-Physical Systems: Theory & Applications, the International Journal of Internet of Things and Cyber-Physical Systems, and the Chinese Journal of Computer Engineering,  and a Guest Editor for 6 ACM/IET/Elsevier/Wiley Journals such as ACM Transactions on Cyber-Physical Systems. He has held chair positions in many IEEE/ACM conferences. He is a member of CCF, IEEE, and ACM. 

Awards     


News

One paper got accepted by IEEE ICPADS, 2023.

One paper got accepted by IEEE TCAD, 2023.

One paper got accepted by IEEE TSC, 2023.

One paper got accepted by IEEE TCAD, 2023.

One paper got accepted by ACM CSUR, 2023.

One paper got accepted by IEEE TR, 2023.

Received the Best Paper Award of IEEE CPSCom, 2022.

One paper got accepted by Chinese Journal 《计算机研究与发展》, 2022.

One paper got accepted by IEEE TSUSC, 2022.

One paper got accepted by IEEE TCAD, 2022.

One paper got accepted by IEEE TNSE, 2022.

One paper got accepted by IEEE TCAD, 2022.

One paper got accepted by IEEE/ACM TCBB, 2022.

One paper got accepted by IEEE TCAD, 2022.

One paper got accepted by IEEE UIC, 2022.

One paper got accepted by IEEE ICA3PP, 2022.

One paper got accepted by IEEE WASA, 2022.

One paper got accepted by IEEE CPSCom, 2022.

One paper got accepted by IEEE ISVLSI, 2022.

One paper got accepted by IEEE TPDS, 2022. 

One paper got accepted by IEEE TASE, 2022.

One paper got accepted by Elsevier JSA, 2022.

One paper got accepted by IEEE/ACM DATE, 2022.


Research Interests


Team


Selected Publication [Google Scholar] [DBLP] [Full Publication List]

      Journal Papers

[TCAD] Minhui Zou, Zhenhua Zhu, Tzofnat Greenberg-Toledo, Orian Leitersdorf, Jiang Li, Junlong Zhou, Yu Wang, Nan Du, Shahar Kvatinsky, “TDPP: Two-Dimensional Permutation-Based Protection of Memristive Deep Neural Networks”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Early Access. DOI: 10.1109/TCAD.2023.3322351

[TR] Peijin Cong, Junlong Zhou, Jiali Wang, Zebin Wu, Shiyan Hu, “Learning-based Cloud Server Configuration for Energy Minimization under Reliability Constraint”, IEEE Transactions on Reliability, Early Access, DOI: 10.1109/TR.2023.3234036. 

[TSUSC] Peijin Cong, Junlong Zhou, Weiming Jiang, Mingsong Chen, Shiyan Hu, Keqin Li, “Improving Reliability and Sustainability of Hazard-Aware Cyber-Physical Systems”, IEEE Transactions on Sustainable Computing, Early Access. DOI: 10.1109/TSUSC.2022.3229310.

[TCBB]  Kun Cao, Yangguang Cui, Liying Li, Junlong Zhou, Shiyan Hu, “CPU-GPU Cooperative QoS Optimization of Personalized Digital Healthcare Using Deep Learning and Swarm Intelligence”, IEEE Transactions on Computational Biology and Bioinformatics, Early Access. DOI: 10.1109/TCBB.2022.3207509.

[CSUR'23] Jiepin Ding, Mingsong Chen, Ting Wang, Junlong Zhou, Xin Fu, Keqin Li, “A Survey of AI-Enabled Dynamic Manufacturing Scheduling: From Directed Heuristic to Autonomous Learning”, ACM Computing Surveys, vol. 55, no. 14s, article no. 307, pp 1–36.

[TSC'23] Lu Yin, Jin Sun, Junlong Zhou, Zonghua Gu, Keqin Li, "ECFA: An Efficient Convergent Firefly Algorithm for Solving Task Scheduling Problems in Cloud-Edge Computing," IEEE Transactions on Services Computing, vol. 16, no. 5, pp. 3280-3293, 2023.

[TCAD'23] Yutong Ye, Jiepin Ding, Ting Wang, Junlong Zhou, Xian Wei, Mingsong Chen, “FairLight: Fairness-Aware Autonomous Traffic Signal Control with Hierarchical Action Space”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 42, no. 8, pp. 2434-2446, 2023.

[TCAD'23] Junlong Zhou, Yufan Shen, Liying Li, Cheng Zhuo, Mingsong Chen, “Swarm Intelligence-Based Task Scheduling for Enhancing Security for IoT Devices”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 42, no. 6, pp. 1756-1769, 2023. ESI Highly Cited Paper   

[TCAD'23] Yangguang Cui, Kun Cao, Junlong Zhou, Tongquan Wei, “Optimizing Training Efficiency and Cost of Hierarchical Federated Learning in Heterogeneous Mobile-Edge Cloud Computing”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 42, no. 5, pp. 1518-1531, 2023. 

[TASE'23] Mingyue Zhang, Junlong Zhou, Peijin Cong, Gongxuan Zhang, Cheng Zhuo, Shiyan Hu, “LIAS: A Lightweight Incentive Authentication Scheme for Forensic Services in IoV", IEEE Transactions on Automation Science and Engineering, vol. 20, no. 2, pp. 805-820, 2023.

[TNSE'23] Mingyue Zhang, Junlong Zhou, Gongxuan Zhang, Lei Cui,  Tian Gao, Shui Yu, “APDP: Attribute-based Personalized Differential Privacy Data Publishing Scheme for Social Networks”, IEEE Transactions on Network Science and Engineering, vol. 10, no. 2, pp. 922-933, 2023. 

[TASE'23] Junlong Zhou, Liying Li, Ahmadreza Vajdi, Xiumin Zhou, Zebin Wu, "Temperature Constrained Reliability Optimization of Industrial Cyber-Physical Systems using Machine Learning and Feedback Control", IEEE Transactions on Automation Science and Engineering, vol. 20, no. 1, pp. 20-31, 2023.

[IoT'22] Junlong Zhou, Tian Wang, Weiming Jiang, Hongxia Chai, Zebin Wu, "Decomposed Task Scheduling for Security-Critical Mobile Cyber-Physical Systems", IEEE Internet of Things Journal, vol. 9, no. 22, pp. 22280-22290, 2022.

[TPDS'22] Tian Wang, Junlong Zhou, Liying Li, Gongxuan Zhang, Keqin Li, Xiaobo Sharon Hu, “Deadline and Reliability Aware Multiserver Configuration Optimization for Maximizing Profit”, IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 12, pp. 3772-3768, 2022.

[TCC'22] Peijin Cong, Guo Xu, Junlong Zhou, Mingsong Chen, Tongquan Wei, Meikang Qiu. “Personality- and Value-aware Scheduling of User Requests in Cloud for Profit Maximization”, IEEE Transactions on Cloud Computing, vol. 10, no. 3, pp. 1991-2004, 2022.  

[TCC'22] Peijin Cong, Junlong Zhou, Mingsong Chen, Tongquan Wei. “Personality-guided Cloud Pricing via Reinforcement Learning”, IEEE Transactions on Cloud Computing, vol. 10, no. 2, pp. 925-943, 2022. 

[TCAD'22] Junlong Zhou, Kun Cao, Xiumin Zhou, Mingsong Chen, Tongquan Wei, Shiyan Hu, "Throughput-conscious Energy Allocation and Reliability-aware Task Assignment for Renewable Powered In-Situ Server Systems”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 41, no. 3, pp. 516-529, 2022. ESI Highly Cited Paper   

[TR'22] Junlong Zhou, Mingyue Zhang, Jin Sun, Tian Wang, Xiumin Zhou, Shiyan Hu. “DRHEFT: Deadline-Constrained Reliability-Aware HEFT Algorithm for Real-Time Heterogeneous MPSoC Systems”, IEEE Transactions on Reliability, vol. 71, no. 1, pp. 178-189, 2022. ESI Hot Paper, ESI Highly Cited Paper

[TPDS'22] Peijin Cong, Zhixing Zhang, Junlong Zhou, Xin Liu, Yao Liu, Tongquan Wei, “Customer Adaptive Resource Provisioning for Long-Term Cloud Profit Maximization under Constrained Budget”,  IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 6, pp. 1373-1392, 2022. 

[TDSC'22] Longxia Huang, Junlong Zhou, Gongxuan Zhang, Jin Sun, Tongquan Wei, Shui Yu, Shiyan Hu. “IPANM: Incentive Public Auditing Scheme for Non-Manager Groups in Clouds”, IEEE Transactions on Dependable and Secure Computing, vol. 19, no. 2, pp. 936-952, 2022.

[TII'21]  Junlong  Zhou, Jin Sun, Mingyue Zhang, Yue Ma, "Dependable Scheduling for Real-Time Workflows on Cyber-Physical Cloud Systems", IEEE Transactions on Industrial Informatics, vol. 17, no. 11, pp. 7820-7829, Nov. 2021.  ESI Highly Cited Paper

[TC'21] Liying Li, Junlong Zhou, Tongquan Wei, Mingsong Chen, Xiaobo Sharon Hu. “Learning-Based Modeling and Optimization for Real-time System Availability”IEEE Transactions on Computers, vol. 70, no. 4, pp. 581-594, 2021. ESI Highly Cited Paper

[CSUR'20] Peijin Cong, Junlong Zhou, Liying Li, Kun Cao, Tongquan Wei, Keqin Li, “A Survey of Hierarchical Energy Optimization for Mobile Edge Computing: A Perspective from End Devices to the Cloud”. ACM Computing Surveys, vol. 53, no. 2, pp. 1-44, 2020. 

[TSC'20] Junlong Zhou, Jin Sun, Peijin Cong, Zhe Liu, Tongquan Wei, Xiumin Zhou, Shiyan Hu. “Security-Critical Energy-Aware Task Scheduling for Heterogeneous Real-Time MPSoCs in IoT”. IEEE Transactions on Services Computing, vol. 13, no. 4, pp. 745-758, 2020. ESI Hot Paper, ESI Highly Cited Paper

[TCAD'20] Yue Ma, Junlong Zhou, Thidapat Chantem, Robert P. Dick, Shige Wang, Xiaobo Sharon Hu. “Improving Reliability of Real-Time Embedded Systems on Integrated CPU and GPU Platforms”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 39, no. 10, pp. 2218-2229, 2020. 

[TCAD'20] Yangguang Cui, Kun Cao, Liying Li, Junlong Zhou, Tongquan Wei, Shiyan Hu. “Augmented Cross-Entropy-Based Joint Temperature Optimization of Real-Time 3D MPSoC Systems”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 39, no. 10, pp. 1987-1999, 2020. 

[TCAD'20] Kun Cao, Junlong Zhou, Guo Xu, Tongquan Wei, Shiyan Hu. “Exploring Renewable-Adaptive Computation Offloading for Hierarchical QoS Optimization in Fog Computing”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 39, no. 10, pp. 2095-2108, 2020. 

[TAES'20] Xiaodao Chen, Hao Yu, Kun Cao, Junlong Zhou, Tongquan Wei, Shiyan Hu. “Uncertainty-Aware Flight Scheduling for Airport Throughput and Flight Delay Optimization”. IEEE Transactions on Aerospace and Electronic Systems, vol. 56, no. 2, pp. 853-862, 2020. 

[TPDS'20] Tian Wang, Junlong Zhou, Gongxuan Zhang, Tongquan Wei, Shiyan Hu. “Customer Perceived Value- and Risk-Aware Multiserver Configuration for Profit Maximization”. IEEE Transactions on Parallel and Distributed Systems, vol. 31, no. 5, pp. 1074-1088, 2020. 

[TCAD'20] Yue Ma, Junlong Zhou, Thidapat Chantem, Robert P. Dick, Shige Wang, Xiaobo Sharon Hu. “On-Line Resource Management for Improving Reliability of Real-Time Systems on Big–Little Type MPSoCs”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 39, no. 1, pp. 88-100, 2020. 

[TR'20] Haifeng Gu, Jianning Zhang, Xinqian Zhang, Junlong Zhou, Tongquan Wei, Mingsong Chen. “DIAVA: A Traffic-based Framework for Detection of SQL Injection Attacks and Vulnerability Analysis of Leaked Data”. IEEE Transactions on Reliability, vol. 69, no. 1, pp. 188-202, 2020.  

[TC'19] Junlong Zhou, Xiaobo Sharon Hu, Yue Ma, Jin Sun, Tongquan Wei, Shiyan Hu, “Improving Availability of Multicore Real-Time Systems Suffering Both Permanent and Transient Faults”. IEEE Transactions on Computers, vol. 68, no. 12, pp. 1785-1801, 2019. ESI Hot Paper, ESI Highly Cited Paper 

[TCAD'19] Junlong Zhou, Jin Sun, Xiumin Zhou, Tongquan Wei, Mingsong Chen, Shiyan Hu, and Xiaobo Sharon Hu, “Resource Management for Improving Soft-Error and Lifetime Reliability of Real-Time MPSoCs”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 38, no. 12, pp. 2215-2228, 2019. ESI Highly Cited Paper 

[TCPS'19] Tongquan Wei, Junlong Zhou, Rajiv Ranjan, Isaac Triguero, Huafeng Yu, Chun Jason Xue, Schahram Dustdar. “Introduction to the Special Issue on Human-interaction-aware Data Analytics for Cyber-physical Systems”. ACM Transactions on Cyber-Physical Systems, vol. 3, no. 4, Article 35e, 2019. 

[TCAD'19] Kun Cao, Guo Xu, Junlong Zhou, Tongquan Wei, Mingsong Chen, Shiyan Hu, “QoS-Adaptive Approximate Real-Time Computation for Mobility-Aware IoT Lifetime Optimization”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 38, no. 10, pp. 1799-1810, 2019. ESI Highly Cited Paper  

[TCAD'19] Liying Li, Peijin Cong, Kun Cao, Junlong Zhou, Tongquan Wei, Mingsong Chen, Shiyan Hu, Xiaobo Sharon Hu. “Game Theoretic Feedback Control for Reliability Enhancement of EtherCAT-Based Networked Systems”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 38, no. 9, pp. 1599-1610, 2019. 

[TCAD'19] Kun Cao, Junlong Zhou, Peijin Cong, Liying Li, Tongquan Wei, Mingsong Chen, Shiyan Hu, Xiaobo Sharon Hu. “Affinity-Driven Modeling and Scheduling for Makespan Optimization in Heterogeneous Multiprocessor Systems”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 38, no. 7, pp. 1189-1202, 2019. 

[TPDS'18] Peijin Cong, Liying Li, Junlong Zhou, Kun Cao, Tongquan Wei, Mingsong Chen, Shiyan Hu. “Developing User Perceived Value Based Pricing Models for Cloud Markets”. IEEE Transactions on Parallel and Distributed Systems, vol. 29, no. 12, pp. 2742-2756, 2018. 

[TCAD'18] Tongquan Wei, Junlong Zhou, Kun Cao, Peijin Cong, Mingsong Chen, Gongxuan Zhang, Xiaobo Sharon Hu, Jianming Yan. “Cost-Constrained QoS Optimization for Approximate Computation Real-Time Tasks in Heterogeneous MPSoC Systems”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 37, no. 9, pp. 1733-1746, 2018. 

[TCAD'16] Junlong Zhou, Tongquan Wei, Mingsong Chen, Jianming Yan, Xiaobo Sharon Hu, Yue Ma. “Thermal-Aware Task Scheduling for Energy Minimization in Heterogeneous Real-Time MPSoC Systems”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 35, no. 8, pp. 1269-1282, 2016. 

[TCASII'15] Junlong Zhou, Jianming Yan, Tongquan Wei, Xiaodao Chen, Kaijie Wu, Shiyan Hu. “Sharp Corner/Edge Recognition in Domestic Environments Using RGB-D Camera Systems”. IEEE Transactions on Circuits and Systems II, vol. 62, no. 10, pp. 987-991, 2015. 

      Conference Papers     

[DATE'22] Yangguang Cui, Kun Cao, Junlong Zhou, Tongquan Wei, “HELCFL: High-Efficiency and Low-Cost Federated Learning in Heterogeneous Mobile-Edge Computing”. IEEE/ACM Design, Automation & Test in Europe, pp. 1227-1232, 2022. 

[ASPDAC'21] Tian Wang, Kun Cao, Junlong Zhou, Gongxuan Zhang, Xiji Wang, “Power-Efficient Layer Mapping for CNNs on Integrated CPU and GPU Platforms: A Case Study”. The 26th IEEE/ACM Asia and South Pacific Design Automation Conference, pp. 627-632, 2021. 

[DATE'20] Jiankang Ren, Xin He, Junlong Zhou, Hongwei Ge, Guowei Wu, Guozhen Tan. “Efficient Latency Bound Analysis for Data Chains of Real-Time Tasks in Multiprocessor Systems”. IEEE/ACM Design, Automation & Test in Europe, pp. 436-441, Mar. 2020. 

[DATE'20] Minhui Zou, Zhenhua Zhu, Yi Cai, Junlong Zhou, Chengliang Wang, Yu Wang. “Security Enhancement for RRAM Computing System through Obfuscating Crossbar Row Connections”. IEEE/ACM Design, Automation & Test in Europe, pp. 466-471, Mar. 2020. 

[DATE'19] Liying Li, Tongquan Wei, Junlong Zhou, Mingsong Chen, Xiaobo Sharon Hu. “CE-Based Optimization for Real-time System Availability under Learned Soft Error Rate”. IEEE/ACM Design, Automation & Test in Europe, pp. 1331-1336, Mar. 2019. 

[DATE'18] Liying Li, Peijin Cong, Kun Cao, Junlong Zhou, Tongquan Wei, Mingsong Chen, Xiaobo Sharon Hu. “Feedback control of real-time EtherCAT networks for reliability enhancement in CPS”. IEEE/ACM Design, Automation & Test in Europe, pp. 688-693, Mar. 2018. 

[DATE'18] Junlong Zhou, Tongquan Wei, Mingsong Chen, Xiaobo Sharon Hu, Yue Ma, Gongxuan Zhang, Jianming Yan. “Variation-aware task allocation and scheduling for improving reliability of real-time MPSoCs”. IEEE/ACM Design, Automation & Test in Europe, pp. 171-176, Mar. 2018. 

[DATE'17] Junlong Zhou, Jianming Yan, Tongquan Wei, Mingsong Chen, Xiaobo Sharon Hu. “Energy-adaptive scheduling of imprecise computation tasks for QoS optimization in real-Time MPSoC systems”. IEEE/ACM Design, Automation & Test in Europe, pp. 1402-1407, Mar. 2017.

[ASPDAC'16] Junlong Zhou, Xiaobo Sharon Hu, Yue Ma, Tongquan Wei. “Balancing lifetime and soft-error reliability to improve system availability.” The 21st IEEE/ACM Asia and South Pacific Design Automation Conference, pp. 685-690, Jan. 2016. 

[ICPADS'16] Junlong Zhou, Jianfei Chen, Kun Cao, Tongquan Wei, Mingsong Chen. “Game Theoretic Energy Allocation for Renewable Powered In-Situ Server Systems”. The 22nd IEEE International Conference on Parallel and Distributed Systems, pp. 721-728, Dec. 2016.

      Best Paper Awards     

[CPSCom'22] Liying Li, Peijin Cong, Junlong Zhou, Zonghua Gu, Keqin Li, “Data Availability Optimization for Cyber-Physical Systems”, The 15th IEEE International Conference on Cyber, Physical and Social Computing, 2022. Best Paper Award

[iThings'20] Mingyue Zhang, Junlong Zhou, Kun Cao, Shiyan Hu, Trusted Anonymous Authentication For Vehicular Cyber-Physical Systems”. The 13th IEEE International Conference on Internet of Things, pp. 37-44, Nov. 2020.  Best Paper Award 

      中文刊物

[计算机研究与发展'23] 郑莹莹,周俊龙,申钰凡,丛佩金,吴泽彬. 时间和能量敏感的端-边-云车路协同资源调度优化方法. 计算机研究与发展, 60(5): 1037-1052,2023.

[软件学报'21] 邹敏辉,周俊龙,孙晋,汪成亮. 基于木马的方式增强 RRAM 计算系统的安全性. 软件学报, 32(8): 2457-2468, 2021.

[计算机研究与发展'20] 段文雪, 胡铭, 周琼, 吴庭明, 周俊龙, 刘晓, 魏同权, 陈铭松. 云计算系统可靠性研究综述. 计算机研究与发展, 57(1), 102-123, 2020.


Professional Service

Editorial Member

Reviewer

Conference Chair

IEEE Technical Committee Member

Conference TPC Member


Recruitment

课题组每年招收研究生多名,名额充足,欢迎报考研究生的同学联系我!邮箱:jlzhou@njust.edu.cn

课题组与国内外著名专家学者建立了长期紧密的合作关系,合作者主要来自于自清华大学、浙江大学、华东师范大学、英国南安普敦大学、美国圣母大学、密歇根大学安娜堡分校、纽约州立大学、瑞典于默奥大学、澳洲悉尼科技大学等。每位同学均有与领域大牛面对面交流,以及去往美国、英国、瑞典、澳洲等地方参与短期学术交流的机会。


Students

A Message for Prospective Students and Colleagues

I'm interested in new colleagues at all levels: undergraduates, graduate students, and post-docs. I'm looking for bright and self-motivated students who have a strong interest in cloud-edge-IoT and system design.

If you are currently studying at NJUST and want to work with me (or you just want to discuss your brilliant idea with me), feel free to send me an email [jlzhou (at) njust.edu.cn] to arrange an appointment.

Current Students

I am fortunate to work with the following excellent students:

Graduated

Wish them all the best for their future endeavors:


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