教师名录

马汝辉 副研究员

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办公室电话:021-34207874

办公地点:电信学院3号楼229室

电子邮件:ruhuima@cs.sjtu.edu.cn

实验室: 省部共建国家重点实验室培育基地、上海市可扩展计算与系统重点实验室

  • 研究兴趣
  • 教育背景
  • 工作经验
  • 教授课程
  • 论文发表
  • 项目资助
  • 获奖信息
  • 学术服务
云计算系统,智能系统,AI

2008.9 – 2011.11 博士,计算机科学与工程系,上海交通大学,上海

     

2018.01- 至今 副研究员,计算机科学与工程系,上海交通大学,上海

2015.02- 2017.12 助理研究员,计算机科学与工程系,上海交通大学,上海

2013.12 – 2014.11 博士后,计算机学院,麦吉尔大学 (McGill University), 加拿大

2011.12 – 2015.02 博士后,计算机科学与工程系,上海交通大学,上海

离散数学(本科),数据结构(本科),云计算(研究生)



1.       Rui Zhang, Xuesen Chu, Ruhui Ma, Meng Zhang, Liwei Lin, Honghao Gao, Haibing Guan, OSTTD: Offloading of Splittable Tasks with Topological Dependence in Multi-Tier Computing Networks,IEEE Journal on Selected Areas in Communications (JSAC)2022.10CCF A

2.       Hongjian Shi, Hao Wang, Ruhui Ma, Yang Hua, Tao Song, Honghao Gao, Haibing Guan, "Robust Searching-based Gradient Collaborative Management in Intelligent Transportation System," in ACM Transactions on Multimedia Computing Communications, and Applications, 2022.07.21, https://doi.org/10.1145/3549939. CCF B

3.       Yuxin Ma, Shuo Wang, Yang Hua, Ruhui Ma, Tao Song, Zhengui Xue, Heng Cao, Haibing Guan, "Perceptual Data Augmentation for Biomedical Coronary Vessel Segmentation," in IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2022.07.04, https://doi.org/10.1109/TCBB.2022.3188148. CCF B

4.       Liang Kun, Ruhui Ma, Yang Hua, Hao Wang, Ningxin Hu, Tao Song, Honghao Gao, Haibing Guan, “W2H2D2: Distributed AI-enabled OK-ASN service for web of things,” in ACM Transactions on Asian and Low-Resource Language Information Processing, 2022.09.09

5.       Jin Cao, Liwei Lin, Ruhui Ma, Haibing Guan, Mengke Tian, Yong Wang, "An Efficient Deep Learning Approach to IoT Intrusion Detection," in the Computer Journal, 2022.08.30, https://doi.org/10.1093/comjnl/bxac119. CCF B

6.       Jiaru Zhang, Yang Hua, Tao Song, Hao Wang, Zhengui Xue, Ruhui Ma, Haibing Guan. Improving Bayesian Neural Networks by Adversarial Sampling. AAAI 2022. CCF A

7.       Hanxi Guo, Hao Wang, Yang Hua, Tao Song, Ruhui Ma, and Haibing Guan. Siren: Byzantine-robust Federated Learning via Proactive Alarming. ACM SoCC 2021.  CCF B

8.       Jiaru Zhang, Ruhui Ma, Tao Song, Yang Hua, Zhengui Xue, Haibing Guan. Hierarchical Satellite System Graph for Approximate Nearest Neighbor Search on Big Data. ACM Transactions on Data Science, accepted.

9.       Hanxi Guo, Qing Yang, Hao Wang, Yang Hua, Tao Song, Ruhui Ma, and Haibing Guan. SpaceDML: Enabling Distributed Machine Learning in Space Information Networks. IEEE Network, 82-87, 2021. 交大A

10.    Yuxin Ma, Yang Hua, Hanming Deng, Tao Song, Hao Wang, Zhengui Xue, Heng Cao, Ruhui Ma, Haibing Guan. Self-Supervised Vessel Segmentation via Adversarial Learning. ICCV 2021 CCF A类

11.    Tianling Bian; Yang Hua; Tao Song; Zhengui Xue; Ruhui Ma; Neil Robertson; Haibing Guan. VTT: Long-term Visual Tracking with Transformers. ICPR 2020 交大A

12.    Yanran Wu, Xiangtai Li, Chen Shi, Yunhai Tong, Yang Hua, Tao Song , Ruhui Ma, Haibing Guan. Fast and Accurate Scene Parsing via Bi-direction Alignment Network. ICIP 2021交大A

13.    Zinuo Cai, Jianyong Yuan, Yang Hua, Tao Song, Hao Wang, Zhengui Xue, NingxinHu, Jonathan Ding, Ruhui Ma, Mohammad Reza Haghighat, Haibing Guan. THEMIS: A Fair Evaluation Platform for Computer Vision Competitions, IJCAI2021. CCF A

14.    Jiaxuan Wang, Chaoyi Wang, Yang Hua, Tao Song, Zhengui Xue, Ruhui Ma, Haibing Guan. Positional Mask Attention for Video Sequence Modeling. CISP-BMEI 2021. 交大B

15.    Jiaru Zhang, Yang Hua, Zhengui Xue, Tao Song, Chengyu Zheng, Ruhui Ma, Haibing Guan. Robust Bayesian Neural Networks by Spectral Expectation Bound Regularization, CVPR 2021. CCF A

16.    Chaoyi Wang, Yang Hua, Tao Song, Zhengui Xue, Ruhui Ma, Neil Robertson, Haibing Guan. Fine-Grained Pose Temporal Memory Module for Video Pose Estimation and Tracking, ICASSP2021, CCF B

17.    Xiaokang Hu, Jian Li, Ruhui Ma, Haibing Guan ES2: Building an Efficient and Responsive Event Path for I/O Virtualization. IEEE Transactions on Cloud Computing. DOI: 10.1109/TCC.2020.2969660. CCF C

18.    Shuo Wang, Yuexiang Li, Kai Ma, Ruhui Ma, Haibing Guan, Yefeng Zheng. Dual Adversarial Network for Deep Active Learning. ECCV (24) 2020: 680-696. CCF B

19.    朱二周,孙悦,张远翔,高新,马汝辉,李学俊.一种采用新型聚类方法的最佳类簇数确定算法.软件学报, 2021,32(10):3085-3103. CCF A

20.    Lixia Chen, Jian Li, Ruhui Ma, Haibing Guan, Hans-Arno Jacobsen. Balancing Power And Performance In HPC Clouds. Comput. J. 63(6): 880-899 (2020) CCF B

21.    Liwei Lin, David S. L. Wei, Ruhui Ma, Jian Li, Haibing Guan: Online traffic-aware linked VM placement in cloud data centers. Sci. China Inf. Sci. 63(7) (2020) CCF B

22.    Hanming Deng, Yang Hua, Tao Song, Zhengui Xue, Ruhui Ma, Neil Robertson, Haibing Guan. Reinforcing Neural Network Stability with Attractor Dynamics, AAAI 2020. CCF A

23.    Erzhou Zhu, Peng Wen, Kanqi Ni, Ruhui Ma. Implementation of an Effective Dynamic Concolic Execution Framework for Analyzing Binary Programs. Computers & Security, 86, 1-27, 2019. CCF B

24.    Jianmin Qian, Jian Li, Ruhui Ma,Liwei Lin,Haibing Guan. LG-RAM: Load-aware global resource affinity management for virtualized multicore systems. Journal of Systems Architecture,98, 114-125, 2019. CCF B

25.    Lixia Chen, Jian Li, Ruhui Ma, Haibing Guan, Hans-Arno Jacobsen. EnclaveCache: A Secure and Scalable Key-valueCache in Multi-tenant Clouds using Intel SGX. 20th ACM/IFIP International Middleware Conference, 2019. pp.14-27 Davis, CA, USA, December 09 - 13, 2019. CCF B

26.    Liwei Lin, Xiaodong Liu, Ruhui Ma, Jian Li, Dajin Wang, Haibing Guan. vSimilar: A high-adaptive VM scheduler based on the CPU pool mechanism. Journal of Systems Architecture, 98, 361-373, 2019. CCF B

27.    Hanming Deng, Yang Hua, Tao Song, Zongpu Zhang, Zhengui Xue, Ruhui Ma, Neil Robertson, Haibing Guan. Object Guided External Memory Network for Video Object Detection. Seoul, Korea , October 27- November 2 ICCV 2019 (CCF A).

28.    Xufeng He, Yang Hua, Tao Song, Zongpu Zhang, Zhengui Xue, Ruhui Ma, Neil Robertson and Haibing Guan. Unsupervised Video Summarization with Attentive Conditional Generative Adversarial Networks. 21 - 25 October 2019, Nice, France, ACM MM 2019 (CCF A).

29.    Shuo Wang, Yang Hua, Yunyun Cao, Tao Song, Zhengui Xue, Xiaoping Gong, Guanjie Wang, Ruhui Ma and Haibing Guan. Deep Learning based Fetal Middle Cerebral Artery Segmentation in Large-scale Ultrasound Images. BIBM 2018 (CCF B).

30.    Erzhou Zhu, Ruhui Ma. An effective partitional clustering algorithm based on new clustering validity index. Applied Soft Computing, 71: 608-621, 2018. 交大B

31.    Jianmin Qian, Jian Li, Ruhui Ma, Haibing Guan. Optimizing Virtual Resource Management for Consolidated NUMA Servers. 2018 IEEE International Conference on Computer Design (ICCD). (CCF B (short paper)

32.    Jianmin Qian, Jian Li, Ruhui Ma, Haibing Guan. vDARM: Dynamic Adaptive Resource Management for Virtualized Multiprocessor Systems. Design, Automation & Test in Europe Conference & Exhibition (DATE), 2019, Florence, Italy, 25-29 March 2019. (CCF B

33.    Jian Li, Shuai Xue, Wang Zhang, Ruhui Ma, Zhengwei Qi, Haibing Guan. When I/O Interrupt Becomes System Bottleneck: Efficiency and Scalability Enhancement for SR-IOV Network Virtualization, IEEE Transactions on Cloud Computing, 7(4): 1183-1196, 2019. CCF C

34.    Zongpu Zhang, Tao Song, Liwei Lin, Yang Hua, Xufeng He, Zhengui Xue, Ruhui Ma, Haibing Guan. Towards Ubiquitous Intelligent Computing: Heterogeneous Distributed Deep Neural Networks. IEEE Trans. On Big Data, Accepted.

35.    Zongpu Zhang Yang Hua, Tao Song, Zhengui Xue, Ruhui Ma, Neil Robertson, Haibing Guan. Tracking-assisted Weakly Supervised Online Visual Object Segmentation in Unconstrained Videos. ACM MM 2018 (CCF A).

36.    Jianmin Qian, Jian Li, Ruhui Ma. Topology‐aware Virtual Resource Management for Heterogeneous Multicore Systems. DATE 2018 (CCF B).

37.    Tao Song, Jiajun Wang, Jiewei Wu, Ruhui Ma, Alei Liang, Tao Gu, Zhengwei Qi. FastDesk: A Remote Desktop Virtualization System for Multi-tenant. Future Generation Computer Systems, 81: 478-491, 2018. 交大 B

38.    Fanfu Zhou, Zhengwei Qi, Jianguo Yao, Ruhui Ma, Bin Wang, Athanasios V. Vasilakos, Haibing Guan. D2FL: Design and Implementation of Distributed Dynamic Fault Localization, IEEE Transactions on Dependable and Secure Computing, 15(3): 378-392, 2018. CCF A

39.    Tao Song, Yuchen Liu, Yiding Wang, Ruhui Ma, Alei Liang, Zhengwei Qi, Haibing Guan. Ashman: A Bandwidth Fragmentation-Based Dynamic Flow Scheduling for Data Center Networks. The Computer Journal, 60 (10) :1498-1509,2017. CCF B

40.    Xiaokang Hu, Wang Zhang, Jian Li, Ruhui Ma, Feng Wu, Haibing Guan. ES2: Aiming at an Optimal Virtual I/O Event Path. The 46th International Conference on Parallel Processing, 2017. CCF B

41.    Zhengwei Qi, Chengcheng Xiang, Ruhui Ma, Jian Li, Haibing Guan and David S. L. Wei. ForenVisor: A Tool for Acquiring and Preserving Reliable Data in Cloud Live Forensics,IEEE Transactions on Cloud Computing, 5(3): 443-456, 2017.

42.    Jian Li, Ruhui Ma, Haibing Guan, David Wei. Accurate CPU Proportional Share and Predictable I/O Responsiveness for Virtual Machine Monitor: A Case Study in Xen. IEEE Transactions on Cloud Computing, 5(4): 604-616, 2017.

43.    Bin Wang, Ruhui Ma, Zhengwei Qi, Jianguo Yao, Haibing Guan. A User Mode CPU-GPU Scheduling Framework for Hybrid Workloads, Future Generation Computer Systems, 63: 25-36, 2016. 交大 B

44.    Fanfu Zhou, Ruhui Ma, Jian Li, Lixia Chen, Weidong Qiu, Haibing Guan. Optimizations for High Performance Network Virtualization, Journal of Computer Science & Technology, 31(1): 107-116,2016. CCF B

45.    Jian Li, Ruhui Ma, HaiBing Guan, David S. L. Wei vINT: Hardware-Assisted Virtual Interrupt Remapping for SMP VM with Scheduling Awareness”, 2015 IEEE 7th International Conference on Cloud Computing Technology and Science (CloudCom).

46.    Bin Wang, Zhengwei Qi, Ruhui Ma, Haibing Guan, Athanasios V. Vasilakos. A survey on data center networking for cloud computing. Computer Networks, 91 (2015): 528–547. CCF B

47.    Ruhui Ma, Jian Li, Haibing Guan, Mingyuan Xia, Xue Liu. EnDAS: Efficient Encrypted Data Search as a Mobile Cloud Service. IEEE Transactions on Emerging Topics in Computing, 3(3): 372-383, 2015.

48.    Ruhui Ma, Jian Li, Haibing Guan, Bin Wang and David S. L. Wei. WaSCO: A Hybrid Enterprise Desktop Wake-up System Based on Cloud Infrastructure. IEEE Access, 3(2015): 2000-2013.

49.    Ruhui Ma, Jian Li, Liwei Lin and Haibing Guan. DaSS: Dynamic Time Slice Scheduler for Virtual Machine Monitor. ICA3PP 2015. CCF C

50.    Haibing Guan, Ruhui Ma, Jian Li. Workload-Aware Credit Scheduler for Improving Network I/O Performance in Virtualization Environment. IEEE Transactions on Cloud Computing, 2(2): 130-142, 2014.

51.    Jian Li, Ruhui Ma, Haibing Guan. TEES: An Efficient Search Scheme over Encrypted Data on Mobile Cloud. IEEE Transactions on Cloud Computing, 5(1): 126-139, 2015.

52.    Ruhui Ma, Wei Ye, Alei Liang, Haibing Guan, Jian Li,Cache isolation for virtualization of mixed general-purpose and real-time systemsJournal of Systems Architecture, 59(10): 1405–1413, 2013. CCF B

53.    Ruhui Ma, Fanfu Zhou, Erzhou Zhu, Haibing Guan,Performance Tuning Towards a KVM-based Embedded Real-time Virtualization SystemJournal of Information Science and Engineering, 29(5):1021-1035, 2013.

54.    Ruhui Ma, Haibing Guan, Erzhou Zhu, Hongbo Yang, Yindong Yang. Alei Liang. Partitioning the Conventional DBT System for Multiprocessors. Journal of Computer Science & Technology, 2011, 26 (3): 474-490. CCF B

55.    Ruhui Ma, Haibing Guan, Erzhou Zhu, Yongqiang Gao, Alei Liang. Code Cache Management based on Working Set in Dynamic binary translator. Computer Science and Information Systems, 2011, 8(3): 653-671.

56.    Haibing Guan, Ruhui Ma, Hongbo Yang, Yindong Yang, Liang Liu, Ying Chen. MTCrossBit: A Dynamic Binary Translation System based on Multithreaded Optimization. Science of China F: Information Science, 2011, 54(10): 2064-2078. CCF B

57.    Zhiqiang Huang, Ruhui Ma, Jian Li, Zhibo Chang, Haibing Guan,Adaptive and Scalable Optimization for High Performance SR-IOV2012 IEEE INTERNATIONAL CONFERENCE ON CLUSTER COMPUTING (CLUSTER)2012-09-24Beijing, China. CCF C

58.    Erzhou Zhu, Ruhui Ma, Yang Hou, Yindong Yang, Feng Liu, Haibing Guan: Two-phase execution of binary applications on CPU/GPU machines. Computers & Electrical Engineering 40(5): 1567-1579 (2014)

59.    Bo Liu, Zhengwei Qi, Bin Wang, Ruhui Ma: Pinso: Precise Isolation of Concurrency Bugs via Delta Triaging. 2014 IEEE International Conference on Software Maintenance and Evolution (ICSME), 2014.09.29, Victoria, British Columbia, Canada. CCF B

60.    Haibing Guan, Yaozu Dong, Ruhui Ma, Dongxiao Xu, Yang Zhang, Jian Li,Performance Enhancement for Network I/O Virtualization with Efficient Interrupt Coalescing and Virtual Receive-Side ScalingIEEE Transactions on Parallel and Distributed Systems, 24(6):1118-1128, 2013. CCF A

61.    Wei Ye, Yaozu Dong, Ruhui Ma, Alei Liang, Haibing Guan,High Availability Through Output ContinuityCluster workshop 20122012-09-24Beiing, China.

62.    Zhibo Chang, Jian Li, Ruhui Ma, Zhiqiang Huang, Haibing Guan,Adjustable Credit Scheduling for High Performance Network Virtualization2012 IEEE INTERNATIONAL CONFERENCE ON CLUSTER COMPUTING (CLUSTER)2012-09-24Beijing, China. CCF C

63.    Haibing Guan, Erzhou Zhu, Ruhui Ma, Yindong Yang, Bin Wang,SINOF: A Dynamic-Static Combined Framework for Dynamic Binary Translation Journal of Systems Architecture, 58(8):305-317, 2012. CCF B

64.    Xiaolong Li, Deen Zheng, Ruhui Ma, Alei Liang, Haibing Guan, MTCrossBit: A Dynamic Binary Translation System Using Multithreaded Optimization Framework, ICA3PP 2009, Taipei, Taiwan, June 8-11, 2009. CCF C



1. 国家自然科学基金面上项目, 基于可控中断计算和高效全局资源亲和性的网络I/O虚拟化方法研究,课题编号: 61872234,2019.01-2022.12,主持,在研

2. JKW,1XX工程项目,“XX船海”,子课题“基于 Fabric 框架的区块链融合联邦学习技术研究”,在研,课题编号:25622114,2022.06-2023.03,主持,在研

3. JKW,  1XX计划重点项目,子课题“分布式异构资源池化方法及状态一致性管理技术研究与验证”,2022.09-2023.09,主持,在研

4. 上海市“科技创新行动”高新领域项目,互联网+模式下基于混合通信模式重大医疗设施的远程管理系统,课题编号:16511102502,2016.07-2018.06,主持, 结题

5. 国家自然科学基金-青年基金,基于虚拟化技术的嵌入式系统研究,课题编号:61202374,2013.01-2015.12,主持,结题

6. 上海张江国家自主创新示范区专项发展资金重点项目,上海市云计算联合实验室交大慧谷分中心,课题编号: 201310-XH-B2-004 2013.09-2015.08,主持,结题

7. 国家博士后面上项目,基于虚拟化技术的嵌入式系统基础理论与方法研究,课题编号:2012M511096,2012.02-2014.01,主持,结题

1. 上海市技术发明一等奖

2. 江苏省科技进步三等奖

3. CollaborateCom 2022 会议杰出贡献奖

4. SJTU Faculty-Reserved Postdoc Program 2013-2014 (上海交通大学师资博士后储备项目)

5. IBM PhD Fellowship 2009-2010 (IBM 博士英才计划)

Wireless Communications and Mobile Computing (CCF C)期刊Editor

IEEE Transactions on Parallel and Distributed Systems、IEEE Transactions on Dependable and Secure Computing、IEEE Transactions on Big Data、IEEE Transactions on Cloud Computing, Future Generation Computer Systems,Computer Languages, Systems and Structures、Big Data等期刊审稿人



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