指导教师

马汝辉

副研究员
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 @ 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

云计算系统，智能系统，AI

教育背景

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

工作经验

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

获奖信息

  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)

学术服务

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

论文发表

发表论文53篇，其中第一作者/通信作者 27篇，CCF A/B类论文36篇，IEEE Trans.系列论文 10篇

  1. Zinuo Cai, Zebin Chen, Ruhui Ma, Haibing Guan, SMSS: Stateful Model Serving in Metaverse with Serverless Computing and GPU Sharing[J], IEEE Journal on Selected Areas in Communications (JSAC), CCF-A, 通信

  2. Zinuo Cai, Zebin Chen, Xinglei Chen, Ruhui Ma, Haibing Guan, Rajkumar Buyya, SPSC: Stream Processing Framework atop Serverless Computing for Industrial Big Data[J], IEEE Transactions on Cybernetics, 2023, CCF-B, 通信

  3. Shanxing Pan, Hongyu Zhao, Zinuo Cai, Dongmei Li, Ruhui Ma, Haibing. Sustainable Serverless Computing with Cold-start Optimization and Automatic Workflow Resource Scheduling[J]. IEEE Transactions on Sustainable Computing, 2023, 中科院二区，通信

  4. Zinuo Cai, Zebin Chen, Zihan Liu, Quanmin Xie, Ruhui Ma, Haibing Gua, RIDIC: Real-time Intelligent Transportation System with Dispersed Computing[J], IEEE Transactions on Intelligent Transportation Systems, 2023, 中科院二区, 通信

  5. Zinuo Cai, Bojun Ren, Ruhui Ma, Haibing Guan, Mengke Tian, Yong Wang, GUARDIAN: A Hardware-Assisted Distributed Framework to Enhance Deep Learning Security, IEEE Transactions on Computational Social Systems (TCSS), 2023.4, 中科院二区，通信

  6. Hongyu Zhao, Shanxing Pan, Zinuo Cai, Xinglei Chen, Lingxiao Jin, Honghao Gao, Shaohua Wan, Ruhui Ma, Haibing Guan, faaShark: an End-to-End Network Traffic Analysis System atop Serverless Computing Platforms, IEEE Transactions on Network Science and Engineering (TNSE), 2023.7, 中科院二区，通信.

  7. Rui Zhang, Yang Hua, Tao Song, Zhengui Xue, Ruhui Ma, Haibing Guan. Online Residual-Based Key Frame Sampling with Self-Coach Mechanism and Adaptive Multi-Level Feature Fusion. ICASSP 2023, CCF B, 通信.

  8. Rui Zhang, Shuo Wang, Ruhui Ma, Yang Hua, Tao Song, Yunyun Cao, Haibing Guan. MCAS-GP: Deep Learning-Empowered Middle Cerebral Artery Segmentation and Gate Proposition. IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB), 2023.6, CCF B, 共同通信.

  9. Hongjian Shi, Weichu Zheng, Zifei Liu, Ruhui Ma and Haibing Guan. Automatic Pipeline Parallelism: A Parallel Inference Framework for Deep Learning Applications in 6G Mobile Communication Systems. IEEE Journal on Selected Areas in Communications (JSAC)，41(7), 2041-2056, 2023.5, https://doi.org/10. 1109/JSAC.2023.3280970, CCF A, 通信.

  10. Hongjian Shi, Jianqing Zhang, Shuming Fan, Ruhui Ma, Haibing Guan, pFedEff: An Efficient and Personalized Federated Cognitive Learning Framework in Multi-agent Systems. IEEE Transactions on Cognitive and Developmental Systems (TCDS), 2023.6, https://doi.org/10.1109/TCDS.2023.3288985, 中科院三区, 通信.

  11. Hongjian Shi, Ruhui Ma, Dongmei Li, Haibing Guan. Hierarchical Adaptive Collaborative Learning: A Distributed Learning Framework for Customized Cloud Services in 6G Mobile Systems. IEEE Network，37(2), 44-53, 2023.9, https://doi.org/10.1109/MNET.001.2200382, 交大A类，通信.

  12. Hongjian Shi, Meng Zhang, Ruhui Ma, Liwei Lin, Rui Zhang, Haibing Guan. Edge Caching Placement Strategy based on Evolutionary Game for Conversational Information Seeking in Edge Cloud Computing. ACM Transactions on the Web (TWEB), 2023, CCF B, 通信

  13. Jianqing Zhang, Yang Hua, Hao Wang, Tao Song, Zhengui Xue, Ruhui Ma, Haibing Guan. FedCP: Separating Feature Information for Personalized Federated Learning via Conditional Policy. KDD 2023 CCF A，通信

  14. Chumeng Liang, Xiaoyu Wu, Yang Hua, Jiaru Zhang, Yiming Xue, Tao Song, Zhengui Xue, Ruhui Ma, Haibing Guan. Adversarial Example Does Good: Preventing Painting Imitation from Diffusion Models via Adversarial Examples. ICML 2023，CCF A

  15. Jianqing Zhang, Yang Hua, Hao Wang, Tao Song, Zhengui Xue, Ruhui Ma, Haibing Guan. FedALA: Adaptive Local Aggregation for Personalized Federated Learning, AAAI 2023, CCF A, 通信

  16. 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)，2022.10，CCF A, 通信

  17. Hongjian Shi, Hao Wang, Ruhui Ma, Yang Hua, Tao Song, Honghao Gao, Haibing Guan, Robust Searching-based Gradient Collaborative Management in Intelligent Transportation System. ACM Transactions on Multimedia Computing Communications, and Applications, 20227, https://doi.org/10.1145/3549939. CCF B，通信

  18. 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，共同通信

  19. Liang Kun, Ruhui Ma, Yang Hua, Hao Wang, Ningxin Hu, Tao Song, Honghao Gao, Haibing Guan, “𝑊𝐻2𝐷2𝑁2: Distributed AI-enabled OK-ASN service for web of things,” in ACM Transactions on Asian and Low-Resource Language Information Processing, 2022.12.15， CCF C，通信

  20. 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，通信

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

  22. Hanxi Guo, Hao Wang, Tao Song, Yang Hua, Zhangcheng Lv, Xiulang Jin, Zhengui Xue, Ruhui Ma, Haibing Guan. Siren: Byzantine-robust Federated Learning via Proactive Alarming. ACM SoCC 2021. (通信) CCF B

  23. 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, 2022.2, （共同通信）

  24. 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类

  25. 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

  26. 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类

  27. 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类

  28. 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

  29. 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类

  30. 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

  31. 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

  32. 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. 2020.1, CCF C

  33. 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 共同通信

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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 (共同通信)

  39. 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

  40. 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

  41. 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

  42. 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). 通信作者

  43. 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).

  44. 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).

  45. 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类

  46. 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)

  47. 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）

  48. 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

  49. 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 Transactions On Big Data, 10.1109/TBDATA.2018.2880978. CCF C, 共同通信作者

  50. 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).

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

  52. 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. 通信，交大 B

  53. 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

授权专利

授权专利30件，其中美国专利6件

  1. Jian Li, Xiaokang Hu, Ruhui Ma, Haibing Guan. Request-Response Based Paravirtualized I/O System and Method. 专利号: US20220350635A1, 授权日期: 2022.11.03.

  2. Ruhui Ma, Zongpu Zhang, Tao Song, Yang Hua, Haibing Guan. Hierarchical Highly Heterogeneous Distributed System Based Deep Learning Application Optimization Framework. 专利号: US11599789B2, 授权日期: 2023.03.07.

  3. Haibing Guan, Ruhui Ma, Jina Li, Zhengwei Qi, Junsheng Tan, Apparatus and Method for Virtual Machine Scheduling in Non-Uniform Memory Access Architecture. 专利号: US20200073703A1, 授权日期: 2020.03.05.

  4. Haibing Guan, Ruhui Ma, Jian Li, Xiaokang Hu, Adaptive Computing Resource Allocation Approach for Virtual Network Functions. 专利号: US20190303203A1, 授权日期: 2019.10.03.

  5. Jianguo Yao, Ruhui Ma, Xin Xu, Haibing Guan. Multi-Resource Scheduling Method Responding to Uncertain Demand in Cloud Scheduler. 专利号: US11157327B2, 授权日期: 2021.10.26.

  6. Zhouwang Fu, Tao Song, Haibing Guan, Zhengwei Qi, Ruhui Ma and Jianguo Yao. Dynamic network flows scheduling scheme in data center. 专利号：US15,749,504, 授权日期：2020.08.12.

  7. 马汝辉, 刘俊男, 宋涛, 华扬, 管海兵. 一种注意力辅助的无监督视频摘要系统. 专利号: CN112560760B. 授权日期: 2023.03.10.

  8. 马汝辉, 王超逸, 宋涛, 华扬, 管海兵. 一种利用位置掩码注意力机制的视频帧增强方法, 专利号: CN112307939B. 授权日期: 2022.10.04.

  9. 马汝辉, 袁梦, 宋涛, 华扬 , 管海兵. 一种基于视觉问答方法的医疗影像报告生成方法. 专利号: CN112309528B. 授权日期: 2023.04.07.

  10. 马汝辉, 梅蓝尹, 宋涛, 华扬, 管海兵. 一种基于迭代搜索策略的单目深度估计方法. 专利号: CN112308893B, 授权日期: 2022.11.04.

  11. 马汝辉, 邓瀚铭, 宋涛, 华扬, 管海兵. 一种基于物体导向外部记忆模块的视频物体检测模型. 专利号 : CN111339863B, 授权日期: 2022.12.20.

  12. 李健, 胡小康, 马汝辉, 管海兵. 一种面向多核虚拟机的精确低延迟中断重定向方法. 专利号: CN111124608B. 授权日期: 2023.03.21.

  13. 马汝辉, 何旭峰, 华扬, 宋涛, 管海兵. 一种无监督视频摘要模型及其建立方法. 专利号: CN110413838B. 授权日期: 2021.06.22.

  14. 付周望, 宋涛, 管海兵, 戚正伟, 马汝辉, 王晟, 王茀宗. 一种用于分布式计算机平台的网络流组调度方法, 专利号：ZL201510526867.5. 授权日期：2018.05.08.

  15. 管海兵,姚建国,马汝辉,李健,邓煜, 基于小波变换的差分隐私数据发布方法, 专利号： ZL201510041710.3. 授权日期：2018.06.19.

  16. 管海兵, 胡小康, 李宗垚, 马汝辉, 李健. 一种针对网络I/O虚拟化的并行化可扩展数据处理方法, 专利号：ZL201610421225.3. 授权日期：2019.02.19

  17. 钱磊, 宋涛, 姚建国, 梁阿磊, 马汝辉, 管海兵. 基于一致性特征的非交互式差分隐私发布模型的优化方法, 专利号：ZL201510862311.3. 授权日期：2019.03.08

  18. 管海兵, 胡小康, 张望, 马汝辉, 李健. 一种针对半虚拟化网卡的数据包高效发送方法, 专利号：ZL201610421258.8. 授权日期：2019.04.09

  19. 管海兵, 张望, 马汝辉, 李健, 胡小康. 基于硬件辅助技术和虚拟CPU运行状态的直接中断递交方法, 专利号：ZL201610415947.8. 授权日期：2019.04.09

  20. 管海兵, 陈文康, 马汝辉, 李健. 一种基于超图划分的分布式数据库及其集群分区方法，专利号：ZL201610656475.5. 授权日期：2019.09.10

  21. 李健，谭钧升，管海兵，马汝辉，戚正伟. 一种基于NUMA架构的虚拟机内存及网卡资源亲和度计算方法, 专利号：ZL201711320837.4. 授权日期：2019.08.06

  22. 李健, 张望, 管海兵, 马汝辉, 胡小康. 一种基于NUMA和硬件辅助技术的高效网络IO处理方法，专利号：ZL201710244931.X. 授权日期：2019.07.05

  23. 管海兵，钱建民，马汝辉，李健. 基于NUMA虚拟化环境下资源全局亲和度网络优化方法和系统，专利号：ZL201711376179.0. 授权日期：2019.09.10

  24. 管海兵 , 谭钧升 , 钱建民 , 马汝辉 , 李健 ,一种基于虚拟机和宿主机内存地址转换的NUMA内存迁页方法. 专利号 : ZL201610657507.3. 授权日期：2019.11.26

  25. 管海兵, 钱建民, 李阳德, 马汝辉, 李健. 虚拟化多核环境下基于非一致性I/O访问系统和优化方法. 专利号 : ZL201610657524.7. 授权日期：2019.12.10

  26. 管海兵 , 薄智元 , 钱建民 , 马汝辉 , 李健 ,一种基于非一致性I/O访问构架的性能监控器及其监控方法. 专利号 : ZL201610656491.4. 授权日期: 2020.02.07

  27. 李健, 李阳德, 马汝辉, 戚正伟, 管海兵. 一种基于底层NUMA感知的NFV实现方法，专利号：ZL201710209194.X. 授权日期: 2020.06.26

  28. 张宗璞，马汝辉，华扬，宋涛，管海兵. 一种弱监督视频物体分割方法及装置，专利号：ZL201810573374.0. 授权日期: 2021.09.24

  29. 管海兵，钱建民，马汝辉，李健. 一种基于异构多核拓扑感知的虚拟资源管理系统及方法, 专利号：ZL201810790559.7. 授权日期: 2021.12.07

  30. 张宗璞，马汝辉，华扬，宋涛，管海兵. 一种基于层级化高度异构分布式系统的深度学习应用优化框架,专利号：ZL201810870834.6. 授权日期: 2022.01.25

专利申请

申请专利18件，其中2件PCT国际专利

  1. Ruhui Ma, Zongpu Zhang, Tao Song, Yang Hua, Haibing Guan. Deep Learning Application Optimization Framework based on Hierarchical Highly Heterogeneous Distributed System, International Application No：PCT/CN2018/098300

  2. Ruhui Ma, Zongpu Zhang, Tao Song, Yang Hua, Haibing Guan. Method and Device for Weakly-supervised Video Object splitting, International Application No：PCT/CN2018/090069

  3. 马汝辉, 褚学森, 王辰霈, 阮馨雨, 施宏建, 汪小川, 董俊伟, 刘渊. 基于回合制更新及客户端权重优化的区块链联邦学习方法. 专利申请号：CN202310507957.4

  4. 马汝辉, 褚学森, 阮馨雨, 王辰霈, 施宏建, 汪小川, 董俊伟, 刘渊. 一种基于层次化指标筛选的区块链联邦学习安全聚合框架. 专利申请号：CN202310368919.5

  5. 马汝辉,张瑞,管海兵. 一种自监督隐私保护的云边端系统任务卸载方法. 专利申请号：CN202311096085.3

  6. 马汝辉, 施宏建, 管海兵. 基于蒙特卡洛树的分布式航空设备数据并行训练系统梯度聚合优化方案. 专利申请号:（申请流程中）

  7. 马汝辉, 郭含熙, 管海兵. 基于PKS体系设备下的针对联邦学习的组合攻击策略. 专利申请号:（申请流程中）

  8. 马汝辉, 蔡子诺, 陈泽彬, 陈星耒, 管海兵. 一种面向工业大数据的无服务器流计算应用构建方法. 专利申请号：CN202310609950.3

  9. 马汝辉, 蔡子诺, 陈泽彬, 刘子涵, 管海兵. 一种面向航空分布式计算的实时分散流计算应用框架. 专利申请号：CN202310581773.2

  10. 马汝辉, 田子申, 管海兵, 张刘庆庆. 一种基于联邦学习的移动端恶意软件检测系统. 专利申请号: CN202211734097.X

  11. 马汝辉, 郑承宇, 管海兵. 一种具有抗噪声能力的贝叶斯图神经网络模型的训练方法. 专利申请号 : CN202211502593.2

  12. 马汝辉,张剑清,褚学森,宋涛,管海兵. 一种基于自适应本地聚合的个性化联邦学习方法. 专利申请号 : CN202211253769.5

  13. 马汝辉,张剑清,褚学森,宋涛,管海兵. 一种应用于隐私计算的个性化联邦学习方法. 专利申请号 : CN202211375337.1

  14. 马汝辉, 梁坤, 华扬, 王灏, 宋涛, 管海兵. 基于网页生态的异构多节点协同分布式神经网络部署系统. 专利申请号 : CN202111587860.6

  15. 马汝辉，郭含熙，杨晴，王灏，华扬，宋涛，管海兵. 基于联邦学习和ALQ压缩的分布式机器学习方法及系统. 专利申请号 : CN202111092031.0

  16. 马汝辉，张家儒，薛珍贵，宋涛，郑承宇，管海兵. 提升贝叶斯神经网络对抗防御能力的方法及系统. 专利申请号 : CN202110820574.3

  17. 马汝辉, 邓瀚铭, 宋涛, 华扬, 管海兵. 一种增强深度残差卷积网络前向传播稳定性系统及方法. 专利申请号 : CN202010620340.X

  18. 李健, 胡小康, 马汝辉，管海兵. 一种基于请求应答的半虚拟化I/O系统和方法, 专利申请号: CN201911327442.6