A Real-Time Channel-Level Intrusion Detection System Based on Multimodal Learning.

Mingshu He https://orcid.org/0000-0002-2896-4595

Xiaowei Zhao Mingshu He Xiaojuan Wang A Real-Time Channel-Level Intrusion Detection System Based on Multimodal Learning. 2026 april1 12598-12612 13 IEEE Internet Things J. 7 https://doi.org/10.1109/JIOT.2026.3651905 db/journals/iotj/iotj13.html#ZhaoHW26 streams/journals/iotj

Yiqing Luo Mingshu He Xiaojuan Wang LSGLM: An Efficient Threat Detection Method Based on Large-Scale Graph Parallelized Learning. 2026 7831-7844 12 IEEE Trans. Cogn. Commun. Netw. https://doi.org/10.1109/TCCN.2026.3689845 db/journals/tccn/tccn12.html#LuoHW26 streams/journals/tccn

Xinlei Wang Mingshu He Xiaojuan Wang Shize Guo MTRF: Multidomain Transformation Representation for Network Flows in Network Intrusion Detection. 2026 May - June 4766-4780 23 IEEE Trans. Dependable Secur. Comput. 3 https://doi.org/10.1109/TDSC.2025.3649110 db/journals/tdsc/tdsc23.html#WangHWG26 streams/journals/tdsc

Xiaowei Zhao Mingshu He Liu Yang 0016 Jianjin Zhao Xiaojuan Wang Enhancing Intrusion Detection via Interpretable Inter-Flow Spatio-Temporal Graphs and Intra-Flow Features. 2026 7118-7137 13 IEEE Trans. Netw. Sci. Eng. https://doi.org/10.1109/TNSE.2026.3664905 db/journals/tnse/tnse13.html#ZhaoHYZW26 streams/journals/tnse

Zhaoping Li Mingshu He Xiaojuan Wang HKD-Net: Hierarchical Knowledge Distillation Based on Multi-Domain Feature Fusion for Efficient Network Intrusion Detection. 2026 3144-3155 23 IEEE Trans. Netw. Serv. Manag. https://doi.org/10.1109/TNSM.2026.3668812 db/journals/tnsm/tnsm23.html#LiHW26 streams/journals/tnsm

Jianjin Zhao Dongqi Han Chao Ma Qi Li 0057 Zhiwei Cui Hongliang Zhu Hua Zhang 0001 Mingshu He Yijun Lu Jiong Dong Yuyin Ma Meng Shen 0001 GIANT: Structure-Agnostic Practical Adversarial Attacks for Graph-based Network Intrusion Detection Systems. 3347-3357 2026 WWW https://doi.org/10.1145/3774904.3792601 conf/www/2026 db/conf/www/www2026.html#ZhaoHMLCZZHLDMS26

Yuanming Huang Mingshu He Xiaojuan Wang Jie Zhang 0006 Shize Guo ACE: A Static Android Malware Detection Method Based on Supervised Contrastive Learning. 23550-23562 2025 July 12 IEEE Internet Things J. 13 https://doi.org/10.1109/JIOT.2025.3553865 db/journals/iotj/iotj12.html#HuangHWZG25 streams/journals/iotj

Yuxin Du Mingshu He Xiaojuan Wang A clustering-based approach for classifying data streams using graph matching. 37 2025 December 12 J. Big Data 1 https://doi.org/10.1186/s40537-025-01087-9 db/journals/jbd/jbd12.html#DuHW25 streams/journals/jbd

Yiqing Luo Mingshu He Xiaojuan Wang ERFS: Efficient Feature Graph Representation for Intrusion Detection Based on Flow Semantic Association. 3711-3728 2025 December 11 IEEE Trans. Cogn. Commun. Netw. 6 https://doi.org/10.1109/TCCN.2025.3543357 db/journals/tccn/tccn11.html#LuoHW25 streams/journals/tccn

Yiqing Luo Mingshu He Xiaojuan Wang Analyzing the Semantic Structure of Network Flow: A Threat Detection Method With Independent Generalization Capabilities. 28-43 2025 January - February 12 IEEE Trans. Netw. Sci. Eng. 1 https://doi.org/10.1109/TNSE.2024.3483216 db/journals/tnse/tnse12.html#LuoHW25 streams/journals/tnse

Xiaowei Zhao Mingshu He Xiaojuan Wang Semi-Supervised Learning With Interpolation and Pseudo-Labeling for Few-Label Intrusion Detection. 4302-4320 2025 October 22 IEEE Trans. Netw. Serv. Manag. 5 https://doi.org/10.1109/TNSM.2025.3580740 db/journals/tnsm/tnsm22.html#ZhaoHW25 streams/journals/tnsm

Mingshu He Xiaowei Zhao Xiaojuan Wang An Efficient DDoS Detection Method Based on Packet Grouping via Online Data Flow Processing. 202-216 2025 March - April 10 IEEE Trans. Sustain. Comput. 2 https://doi.org/10.1109/TSUSC.2024.3409712 db/journals/tsusc/tsusc10.html#HeZW25 streams/journals/tsusc

Mingshu He Xiaowei Zhao Liu Yang 0016 NFD-TRG: Network Flow Detection via Traffic Relationship Graphs with Statistical Feature Embedding. TrustCom 2025 2301-2310 conf/trustcom/2025 https://doi.org/10.1109/Trustcom66490.2025.00268 db/conf/trustcom/trustcom2025.html#HeZY25 streams/conf/trustcom

Mingshu He Yuanming Huang Xinlei Wang Peng Wei Xiaojuan Wang A Lightweight and Efficient IoT Intrusion Detection Method Based on Feature Grouping. 2935-2949 2024 January 11 IEEE Internet Things J. 2 https://doi.org/10.1109/JIOT.2023.3294259 db/journals/iotj/iotj11.html#HeHWWW24

Ying Han Xinlei Wang Mingshu He Xiaojuan Wang Shize Guo Intrusion Detection for Encrypted Flows Using Single Feature Based on Graph Integration Theory. 17589-17601 2024 May 11 IEEE Internet Things J. 10 https://doi.org/10.1109/JIOT.2024.3360039 https://www.wikidata.org/entity/Q129102782 db/journals/iotj/iotj11.html#HanWHWG24

Xinlei Wang Mingshu He Jiaxuan Wang Xiaojuan Wang Toward Efficient Neural Networks Through Predictor-Assisted NSGA-III for Anomaly Traffic Detection of IoT. 982-995 2024 June 10 IEEE Trans. Cogn. Commun. Netw. 3 https://doi.org/10.1109/TCCN.2024.3355433 https://www.wikidata.org/entity/Q129986137 db/journals/tccn/tccn10.html#WangHWW24

Xiaojuan Wang Zikui Lu Xinlei Wang Mingshu He Xiaojun Wang 0001 GETRF: A General Framework for Encrypted Traffic Identification With Robust Representation Based on Datagram Structure. 2045-2060 2024 December 10 IEEE Trans. Cogn. Commun. Netw. 6 https://doi.org/10.1109/TCCN.2024.3400825 db/journals/tccn/tccn10.html#WangLWHW24 streams/journals/tccn

Yuanming Huang Mingshu He Xiaojuan Wang Jie Zhang 0006 HeVulD: A Static Vulnerability Detection Method Using Heterogeneous Graph Code Representation. 9129-9144 2024 19 IEEE Trans. Inf. Forensics Secur. https://doi.org/10.1109/TIFS.2024.3457162 db/journals/tifs/tifs19.html#HuangHWZ24 streams/journals/tifs

Xinlei Wang Xiaojuan Wang Mingshu He Min Zhang 0022 Zikui Lu Spatial-Temporal Graph Model Based on Attention Mechanism for Anomalous IoT Intrusion Detection. 3497-3509 2024 March 20 IEEE Trans. Ind. Informatics 3 https://doi.org/10.1109/TII.2023.3308784 db/journals/tii/tii20.html#WangWHZL24

Mingshu He Xiaojuan Wang Peng Wei Liu Yang 0016 Yinglei Teng Renjian Lyu Reinforcement Learning Meets Network Intrusion Detection: A Transferable and Adaptable Framework for Anomaly Behavior Identification. 2477-2492 2024 April 21 IEEE Trans. Netw. Serv. Manag. 2 https://doi.org/10.1109/TNSM.2024.3352586 https://www.wikidata.org/entity/Q130121912 db/journals/tnsm/tnsm21.html#HeWWYTL24

Xiaojuan Wang Yiqing Luo Mingshu He Xinlei Wang A Semantic Detection Method for Network Flows With Global and Generalized Nature. 4713-4730 2024 August 21 IEEE Trans. Netw. Serv. Manag. 4 https://doi.org/10.1109/TNSM.2024.3390180 db/journals/tnsm/tnsm21.html#WangLHW24 streams/journals/tnsm

Xiaojuan Wang Yu Zhang 0165 Mingshu He Shize Guo Liu Yang 0016 Supervised Representation Learning for Network Traffic With Cluster Compression. 1-13 2024 January - February 9 IEEE Trans. Sustain. Comput. 1 https://doi.org/10.1109/TSUSC.2023.3292404 db/journals/tsusc/tsusc9.html#WangZHGY24

Yabo Xiao Mingshu He Dongdong Yu Global-To-Pixel Regression for Human Mesh Recovery. 481-497 2024 ECCV (16) https://doi.org/10.1007/978-3-031-72640-8_27 conf/eccv/2024-16 db/conf/eccv/eccv2024-16.html#XiaoHY24 streams/conf/eccv

Jiaming Song Xiaojuan Wang Mingshu He Lei Jin 0003 CSK-CNN: Network Intrusion Detection Model Based on Two-Layer Convolution Neural Network for Handling Imbalanced Dataset. 130 2023 February 14 Inf. 2 https://doi.org/10.3390/info14020130 db/journals/information/information14.html#SongWHJ23

Xinlei Wang Xiaojuan Wang Mingshu He Min Zhang 0022 Zhao Zhang 0023 A Manifold Consistency Interpolation Method of Poisoning Attacks Against Semi-Supervised Model. 5272-5285 2023 18 IEEE Trans. Inf. Forensics Secur. https://doi.org/10.1109/TIFS.2023.3268882 db/journals/tifs/tifs18.html#WangWHZZ23

Zhijie Han 0001 Qingfang Zhang Xiaoyu Du 0001 Kun Guo 0001 Mingshu He Topology analysis and routing algorithms design for PTNet network. 2022 34 Concurr. Comput. Pract. Exp. 8 https://doi.org/10.1002/cpe.5767 db/journals/concurrency/concurrency34.html#HanZDGH22

Yabo Xiao Xiaojuan Wang Dongdong Yu Guoli Wang 0004 Qian Zhang 0009 Mingshu He AdaptivePose: Human Parts as Adaptive Points. 2813-2821 2022 AAAI https://doi.org/10.1609/aaai.v36i3.20185 conf/aaai/2022 db/conf/aaai/aaai2022.html#XiaoWYW0H22 Yiqing Luo Mingshu He Xiaojuan Wang Lei Jin 0003 between flow and bytes. 179-180 2022 BigDataService https://doi.org/10.1109/BigDataService55688.2022.00038 conf/bigdataservice/2022 db/conf/bigdataservice/bigdataservice2022.html#LuoHWJ22 Yabo Xiao Kai Su Xiaojuan Wang Dongdong Yu Lei Jin 0003 Mingshu He Zehuan Yuan QueryPose: Sparse Multi-Person Pose Regression via Spatial-Aware Part-Level Query. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/50d277e84b2bcbaadcd84548a87e8cc4-Abstract-Conference.html db/conf/nips/neurips2022.html#XiaoSWYJHY22

Yabo Xiao Kai Su Xiaojuan Wang Dongdong Yu Lei Jin 0003 Mingshu He Zehuan Yuan QueryPose: Sparse Multi-Person Pose Regression via Spatial-Aware Part-Level Query. 2022 abs/2212.07855 CoRR https://doi.org/10.48550/arXiv.2212.07855 db/journals/corr/corr2212.html#abs-2212-07855

Xiaojuan Wang Xinlei Wang Lei Jin 0003 Renjian Lv Bingying Dai Mingshu He Tianqi Lv Evolutionary Algorithm-Based and Network Architecture Search-Enabled Multiobjective Traffic Classification. 52310-52325 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3068267 db/journals/access/access9.html#WangWJLDHL21

Haiyang Jiang 0005 Mingshu He Yuanyuan Xi Jianqiu Zeng Machine-Learning-Based User Position Prediction and Behavior Analysis for Location Services. 180 2021 12 Inf. 5 https://doi.org/10.3390/info12050180 db/journals/information/information12.html#JiangHXZ21

Mingshu He Xiaojuan Wang Junhua Zhou Yuanyuan Xi Lei Jin 0003 Xinlei Wang Deep-Feature-Based Autoencoder Network for Few-Shot Malicious Traffic Detection. 6659022:1-6659022:13 2021 2021 Secur. Commun. Networks https://doi.org/10.1155/2021/6659022 db/journals/scn/scn2021.html#HeWZXJW21

Lei Jin 0003 Xiaojuan Wang Mingshu He Jingyue Wang DRNet: A Depth-Based Regression Network for 6D Object Pose Estimation. 1692 2021 21 Sensors 5 https://doi.org/10.3390/s21051692 db/journals/sensors/sensors21.html#JinWHW21

Mingshu He Xiaojuan Wang Lei Jin 0003 Bingying Dai Kaiwenlv Kacuila Xiaosu Xue Malicious Network Behavior Detection Using Fusion of Packet Captures Files and Business Feature Data. 5942 2021 21 Sensors 17 https://doi.org/10.3390/s21175942 db/journals/sensors/sensors21.html#HeWJDKX21

Xiaojuan Wang Xinlei Wang Tianqi Lv Lei Jin 0003 Mingshu He HARNAS: Human Activity Recognition Based on Automatic Neural Architecture Search Using Evolutionary Algorithms. 6927 2021 21 Sensors 20 https://doi.org/10.3390/s21206927 db/journals/sensors/sensors21.html#WangWLJH21

Mingshu He Xiaojuan Wang Chundong Zou Bingying Dai Lei Jin 0003 A Commodity Classification Framework Based on Machine Learning for Analysis of Trade Declaration. 964 2021 13 Symmetry 6 https://doi.org/10.3390/sym13060964 db/journals/symmetry/symmetry13.html#HeWZDJ21

Renjian Lyu Mingshu He Yu Zhang 0165 Lei Jin 0003 Xinlei Wang Network Intrusion Detection Based on an Efficient Neural Architecture Search. 1453 2021 13 Symmetry 8 https://doi.org/10.3390/sym13081453 db/journals/symmetry/symmetry13.html#LyuHZJW21

Xiaojuan Wang Kaiwenlv Kacuila Mingshu He An N-gram Based Deep Learning Method for Network Traffic Classification. 289-304 2021 ICAIS (2) https://doi.org/10.1007/978-3-030-78612-0_24 conf/icccsec/2021-2 db/conf/icccsec/icais2021-2.html#WangKH21 Mingshu He Lei Jin 0003 Mei Song Interpretability Framework of Network Security Traffic Classification Based on Machine Learning. 305-320 2021 ICAIS (2) https://doi.org/10.1007/978-3-030-78612-0_25 conf/icccsec/2021-2 db/conf/icccsec/icais2021-2.html#HeJS21

Yabo Xiao Xiaojuan Wang Dongdong Yu Guoli Wang 0004 Qian Zhang 0009 Mingshu He AdaptivePose: Human Parts as Adaptive Points. 2021 abs/2112.13635 CoRR https://arxiv.org/abs/2112.13635 db/journals/corr/corr2112.html#abs-2112-13635

Zhijie Han 0001 Qingfang Zhang Xiaoyu Du 0001 Kun Guo 0001 Mingshu He Toward PTNET Network Topology Analysis and Routing Algorithm Design. 613-627 2019 ICDS https://doi.org/10.1007/978-981-15-2810-1_57 conf/icdsci/2019 db/conf/icdsci/icdsci2019.html#HanZDGH19 Xin He 0021 Mingshu He Zhijie Han 0001 A Survey of Network Topology of Data Center. 39-41 2018 BigDataSecurity/HPSC/IDS https://doi.org/10.1109/BDS/HPSC/IDS18.2018.00021 conf/bigdatasec/2018 db/conf/bigdatasec/bigdatasec2018.html#HeH018 Xin Guo Mingshu He Mo Chen Xiaojie Zhao Ye Tian Research on Data Visualization in Different Scenarios. 232-243 2018 HCC https://doi.org/10.1007/978-3-030-15127-0_24 conf/hucc/2018 db/conf/hucc/hcc2018.html#GuoHCZT18 Mingshu He Xiaojuan Wang Jingwen You Zhen Wang Analysis on Structural Vulnerability Under the Asymmetric Information. 503-515 2017 HCC https://doi.org/10.1007/978-3-319-74521-3_53 conf/hucc/2017 db/conf/hucc/hcc2017.html#HeWYW17 Mo Chen Zhiwei Cui Bingying Dai Jiong Dong Xiaoyu Du 0001 Yuxin Du Kun Guo 0001 Shize Guo Xin Guo Dongqi Han Ying Han Zhijie Han 0001 Xin He 0021 Yuanming Huang Haiyang Jiang 0005 Lei Jin 0003 Kaiwenlv Kacuila Qi Li 0057 Zhaoping Li Yijun Lu Zikui Lu Yiqing Luo Renjian Lv Tianqi Lv Renjian Lyu Chao Ma Yuyin Ma Meng Shen 0001 Jiaming Song Mei Song Kai Su Yinglei Teng Ye Tian Guoli Wang 0004 Jiaxuan Wang Jingyue Wang Xiaojuan Wang Xiaojun Wang 0001 Xinlei Wang Zhen Wang Peng Wei Yuanyuan Xi Yabo Xiao Xiaosu Xue Liu Yang 0016 Jingwen You Dongdong Yu Zehuan Yuan Jianqiu Zeng Hua Zhang 0001 Jie Zhang 0006 Min Zhang 0022 Qian Zhang 0009 Qingfang Zhang Yu Zhang 0165 Zhao Zhang 0023 Jianjin Zhao Xiaojie Zhao Xiaowei Zhao Junhua Zhou Hongliang Zhu Chundong Zou