李树栋｜广州大学｜学者主页

2026

CAPMamba: A hybrid vision model for enhancing generalization in deepfake detection

Shudong Li, Yilin Feng, Xiaobo Wu, Tiantian Ji, Kaihan Lin, Qing Li

Expert Systems With Applications，Vol. 306

DOI

2026

Hyperspherical Embedding with Out-of-Distribution Detection for Open-Set Malware Family Classification

Shudong Li, Yilei Fan, Jie Jiang, Xiaobo Wu, Tiantian Ji, Shumei Li, Yanwei Sun

IEEE Internet of Things Journal

DOI

2026

Adaptive Universal Adversarial Perturbation for Proactive Defense Against Facial Attribute Manipulation

Kaihan Lin, Jujian Lv, Huimin Zhao, Jinchang Ren, Weihong Han, Shudong Li, Jiawen Li

IEEE Transactions on Consumer Electronics

DOI

2025

Dual-Branch Pre-activation Bottleneck Transformer for Face Forgery Detection

Kaihan Lin, Jujian Lv, Huimin Zhao, Jinchang Ren, Shudong Li, Weihong Han, Jiawen Li, Zhaoquan Gu

Cognitive Computation

DOI

2025

Autonomous Discovery of Cyber Attack Paths With Complex Causal Relationships Among Optional Actions

Shudong Li, Ruichen Huang, Weihong Han, Xiaobo Wu, Shumei Li, Zhihong Tian

IEEE Transactions on Intelligent Transportation Systems

DOI

2025

A CP-ABE-based access control scheme with cryptographic reverse firewall for IoV

Xiaodong Yang, Xilai Luo, Zefan Liao, Wenjia Wang, Xiaoni Du, Shudong Li

Journal of Systems Architecture

DOI

2025

A Double-Shell Structured Ransomware Defense Method Tailored for the RaaS Model

Monan Chen, Tiantian Ji, Shudong Li, Yuntao Zhang, Tian Wang, Kai Mao, Yanwei Sun

Communications in computer and information science

DOI

2024

MFLink: User Identity Linkage Across Online Social Networks via Multimodal Fusion and Adversarial Learning

Shudong Li, Danna Lu, Qing Li, Xiaobo Wu, Shumei Li, Zhen Wang

IEEE Transactions on Emerging Topics in Computational Intelligence

DOI

2024

A Novel Network Forensic Framework for Advanced Persistent Threat Attack Attribution Through Deep Learning

Yangyang Mei, Weihong Han, Shudong Li, Kaihan Lin, Zhihong Tian, Shumei Li

IEEE Transactions on Intelligent Transportation Systems

DOI

2024

A Social Bot Detection Method Using Multi-features Fusion and Model Optimization Strategy

Xiaohui Huang, Shudong Li, Shudong Li, Weihong Han, Shumei Li, Zikang Liu, Yanchen Xu, Zikang Liu

Lecture notes in computer science

DOI

2024

Network Security Situational Assessment Based on the ATT&CK Tactics Framework and Transformer Model

Zifeng Zhu, Qi An, Shudong Li, Shudong Li, Weihong Han, Shumei Li, Shumei Li, Xiaobo Wu

Communications in computer and information science

DOI

2024

An Intranet Defense Capability Assessment Method for Network Security Solutions Based on ATT&CK Framework

Qi An, Zifeng Zhu, Shudong Li, Shudong Li, Weihong Han, Xiaobo Wu, Shumei Li, Shumei Li

Communications in computer and information science

DOI

2024

A Review of Malware Detection Applications and Research

Youming Bai, Shudong Li, Weihong Han, Xiaobo Wu

Communications in computer and information science

DOI

2024

A Quantitative Assessment Method of System Defense Capability Based on Attack Surface

Ziqi Yin, Shudong Li, Shudong Li, Weihong Han, Xiaobo Wu, Shumei Li, Shumei Li

Communications in computer and information science

DOI

2023

Detecting Deepfake Videos using Spatiotemporal Trident Network

Kaihan Lin, Weihong Han, Shudong Li, Zhaoquan Gu, Huimin Zhao, Yangyang Mei

ACM Transactions on Multimedia Computing Communications and Applications

DOI

2023

OOD Attack: Generating Overconfident out-of-Distribution Examples to Fool Deep Neural Classifiers

Keke Tang, Xujian Cai, Weilong Peng, Shudong Li, Wenping Wang

Proceedings - International Conference on Image Processing

DOI

2023

A Review of User Identity Linkage Across Social Networks

Danna Lu, Qing Li, Zikang Liu, Shumei Li, Xiaobo Wu, Shudong Li

DOI

2023

REMSF: A Robust Ensemble Model of Malware Detection Based on Semantic Feature Fusion

Zhuocheng Yu, Shudong Li, Youming Bai, Weihong Han, Xiaobo Wu, Zhihong Tian

IEEE Internet of Things Journal

DOI

2022

BotFinder: a novel framework for social bots detection in online social networks based on graph embedding and community detection

Shudong Li, Chuanyu Zhao, Qing Li, Jiuming Huang, Dawei Zhao, Peican Zhu

World Wide Web

DOI

2022

Imbalanced Malware Family Classification Using Multimodal Fusion and Weight Self-Learning

Shudong Li, Yuan Li, Xiaobo Wu, Sattam Al Otaibi, Zhihong Tian

IEEE Transactions on Intelligent Transportation Systems

DOI

2022

A Hybrid Intelligent Approach to Attribute Advanced Persistent Threat Organization Using PSO-MSVM Algorithm

Yangyang Mei, Weihong Han, Shudong Li, Kaihan Lin, Cui Luo

IEEE Transactions on Network and Service Management

DOI

2022

A Review of Provenance Graph based APT Attack Detection:Applications and Developments

Yang Lv, Shaona Qin, Zifeng Zhu, Zhuocheng Yu, Shudong Li, Weihong Han

IEEE International Conference on Data Science in Cyberspace

DOI

2022

A Review of Attribution Technical for APT Attacks

Yangyang Mei, Weihong Han, Shudong Li, Xiaobo Wu, Kaihan Lin, Yulu Qi

IEEE International Conference on Data Science in Cyberspace

DOI

2022

A Multi-step Attack Detection Framework for the Power System Network

Ju Yang, Liang Zhou, Le Wang, Shudong Li, Ziqing Lin, Zhaoquan Gu

IEEE International Conference on Data Science in Cyberspace

DOI

2022

IR-Capsule: Two-Stream Network for Face Forgery Detection

Kaihan Lin, Weihong Han, Shudong Li, Zhaoquan Gu, Huimin Zhao, Jinchang Ren, Li Zhu, Jujian Lv

Cognitive Computation

DOI

2022

Cloud Storage Data Access Control Scheme Based on Blockchain and Attribute-Based Encryption

Xiaodong Yang, Aijia Chen, Zhisong Wang, Shudong Li

Security and Communication Networks

DOI

2022

A Malicious Mining Code Detection Method Based on Multi-Features Fusion

Shudong Li, Laiyuan Jiang, Qianqing Zhang, Zhen Wang, Zhihong Tian, Mohsen Guizani

IEEE Transactions on Network Science and Engineering

DOI

2022

Construction of the Social Network Information Dissemination Index System Based on CNNs

Weihong Han, Linhe Xiao, Xiaobo Wu, Daihai He, Zhen Wang, Shudong Li

Frontiers in Physics

DOI

2022

False Alert Detection Based on Deep Learning and Machine Learning

Shudong Li, Danyi Qin, Xiaobo Wu, Juan Li, Baohui Li, Weihong Han

International Journal on Semantic Web and Information Systems

DOI

2022

A Deceptive Reviews Detection Method Based on Multidimensional Feature Construction and Ensemble Feature Selection

Shudong Li, Guojin Zhong, Yanlin Jin, Xiaobo Wu, Peican Zhu, Zhen Wang

IEEE Transactions on Computational Social Systems

DOI

2022

Security Evaluation of Situational Awareness in Cyberspace Based on Artificial Neural Network‐Back Propagation

Weihong Han, Hafiz Muhammad Jamsheed Nazir, Shudong Li

Wireless Communications and Mobile Computing

DOI

2021

WEB DDoS Attack Detection Method Based on Semisupervised Learning

Xiang Yu, Wenchao Yu, Shudong Li, Xianfei Yang, Ying Chen, Hui Dong Lu

Security and Communication Networks

DOI

2021

A Survey of Advanced Persistent Threats Attack and Defense

Yangyang Mei, Weihong Han, Shudong Li, Xiaobo Wu

IEEE International Conference on Data Science in Cyberspace

DOI

2021

An APT Malware Classification Method Based on Adaboost Feature Selection and LightGBM

Na Xu, Shudong Li, Xiaobo Wu, Weihong Han, Xiaojing Luo

IEEE International Conference on Data Science in Cyberspace

DOI

2021

A Survey of DeepFakes Generation and Detection

Kaihan Lin, Weihong Han, Zhaoquan Gu, Shudong Li

IEEE International Conference on Data Science in Cyberspace

DOI

2021

A Novel Malware Encrypted Traffic Detection Framework Based On Ensemble Learning

Chuanyu Zhao, Shudong Li, Xiaobo Wu, Weihong Han, Zhihong Tian, Maofei Chen

IEEE International Conference on Data Science in Cyberspace

DOI

2021

Malware classification based on visualization and feature fusion

Zilin Zhao, Dawei Zhao, Shudong Li, Shumian Yang

IEEE International Conference on Data Science in Cyberspace

DOI

2021

An android malware detection approach using multi-feature fusion and TF-IDF algorithm

Haipeng Zhang, Shudong Li, Xiaobo Wu, Weihong Han, Laifu Wang

IEEE International Conference on Data Science in Cyberspace

DOI

2021

Attribution Classification Method of APT Malware in IoT Using Machine Learning Techniques

Shudong Li, Qianqing Zhang, Xiaobo Wu, Weihong Han, Zhihong Tian

Security and Communication Networks

DOI

2021

Malicious mining code detection based on ensemble learning in cloud computing environment

Shudong Li, Yuan Li, Weihong Han, Xiaojiang Du, Mohsen Guizani, Zhihong Tian

Simulation Modelling Practice and Theory

DOI

2021

Enhancing the power grid robustness against cascading failures under node-based attacks

Shudong Li, Danna Lu, Xiaobo Wu, Weihong Han, Dawei Zhao

Modern Physics Letters B

DOI

2021

Power Grid‐Oriented Cascading Failure Vulnerability Identifying Method Based on Wireless Sensors

Shudong Li, Yanshan Chen, Xiaobo Wu, Xiaochun Cheng, Zhihong Tian

Journal of Sensors

DOI

2020

A Novel Malware Detection Framework Based on Weighted Heterograph

Meihua Fan, Shudong Li, Weihong Han, Xiaobo Wu, Zhaoquan Gu, Zhihong Tian

DOI

2020

An APT Group Knowledge Model based on MDATA

Yinyin Cai, Zhaoquan Gu, Le Wang, Shudong Li, Weihong Han

DOI

2020

Topic representation model based on microblogging behavior analysis

Weihong Han, Zhihong Tian, Zizhong Huang, Shudong Li, Yan Jia

World Wide Web

DOI

2020

FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment

Shuo Zhang, Yaping Liu, Shudong Li, Zhiyuan Tan, Xiaomeng Zhao, Junjie Zhou

IEEE Access

DOI

2019

Low-Power Distributed Data Flow Anomaly-Monitoring Technology for Industrial Internet of Things

Weihong Han, Zhihong Tian, Wei Shi, Zizhong Huang, Shudong Li

Sensors

DOI

2019

A Structure-Based De-Anonymization Attack on Graph Data Using Weighted Neighbor Match

Junbin Fang, Aiping Li, Qianyue Jiang, Shudong Li, Weihong Han

IEEE International Conference on Data Science in Cyberspace

DOI

2019

A Novel Solutions for Malicious Code Detection and Family Clustering Based on Machine Learning

Hangfeng Yang, Shudong Li, Xiaobo Wu, Hui Dong Lu, Weihong Han

IEEE Access

DOI

2019

Electric Power Grid Invulnerability Under Intentional Edge-Based Attacks

Yixia Li, Shudong Li, Yanshan Chen, Peiyan He, Xiaobo Wu, Weihong Han

Communications in computer and information science

DOI

2019

Structural Vulnerability of Power Grid Under Malicious Node-Based Attacks

Minzhen Zheng, Shudong Li, Danna Lu, Wei Wang, Xiaobo Wu, Dawei Zhao

Communications in computer and information science

DOI

2018

大数据产业现状和挑战

顾钊铨，张尼，李树栋，仇晶，殷丽华，田志宏

《网络安全与数据治理》

2018

Bidirectional self-adaptive resampling in internet of things big data learning

Weihong Han, Zhihong Tian, Zizhong Huang, Shudong Li, Yan Jia

Multimedia Tools and Applications

DOI

2018

An efficient dynamic ID-based remote user authentication scheme using self-certified public keys for multi-server environments

Shudong Li, Xiaobo Wu, Dawei Zhao, Aiping Li, Zhihong Tian, Xiaodong Yang

PLoS ONE

DOI

2018

Approximation Algorithms for Controller Placement Problems in Software Defined Networks

Tianshu Li, Zhaoquan Gu, Xiao Lin, Shudong Li, Qingfeng Tan

IEEE International Conference on Data Science in Cyberspace

DOI

2018

Repost prediction incorporating time-sensitive mutual influence in social networks

Yong Quan, Yan Jia, Bin Zhou, Weihong Han, Shudong Li

Journal of Computational Science

DOI

2018

Cryptanalysis and Improvement of a Strongly Unforgeable Identity-Based Signature Scheme

Xiaodong Yang, Ping Yang, Faying An, Shudong Li, Caifen Wang, Dengguo Feng

Lecture notes in computer science

DOI

2018

Identity-Based Blind Proxy Re-Signature Scheme for Data Security

Xiaodong Yang, Likun Xiao, Yutong Li, LI Shu-dong, Jinli Wang, Chunlin Chen

IEEE International Conference on Data Science in Cyberspace

DOI

2017

从全生命周期管理角度看大数据安全技术研究

李树栋，贾焰，吴晓波，李爱平，杨小东，赵大伟

《大数据》

2016

国外网络空间不良信息管理与趋势

贾焰，李爱平，李欲晓，李树栋，田志宏，韩毅，时金桥，林彬

《中国工程科学》，Vol. 18, No. 6

下载原文

2014

一种基于聚类的微博关键词提取方法的研究与实现

孙兴东，李爱平，李树栋

《信息网络安全》

精选作品

期刊论文

CAPMamba: A hybrid vision model for enhancing generalization in deepfake detection

Hyperspherical Embedding with Out-of-Distribution Detection for Open-Set Malware Family Classification

Adaptive Universal Adversarial Perturbation for Proactive Defense Against Facial Attribute Manipulation

Dual-Branch Pre-activation Bottleneck Transformer for Face Forgery Detection

Autonomous Discovery of Cyber Attack Paths With Complex Causal Relationships Among Optional Actions

A CP-ABE-based access control scheme with cryptographic reverse firewall for IoV

A Double-Shell Structured Ransomware Defense Method Tailored for the RaaS Model

MFLink: User Identity Linkage Across Online Social Networks via Multimodal Fusion and Adversarial Learning

A Novel Network Forensic Framework for Advanced Persistent Threat Attack Attribution Through Deep Learning

A Social Bot Detection Method Using Multi-features Fusion and Model Optimization Strategy

Network Security Situational Assessment Based on the ATT&CK Tactics Framework and Transformer Model

An Intranet Defense Capability Assessment Method for Network Security Solutions Based on ATT&CK Framework

A Review of Malware Detection Applications and Research

A Quantitative Assessment Method of System Defense Capability Based on Attack Surface

Detecting Deepfake Videos using Spatiotemporal Trident Network

OOD Attack: Generating Overconfident out-of-Distribution Examples to Fool Deep Neural Classifiers

A Review of User Identity Linkage Across Social Networks

REMSF: A Robust Ensemble Model of Malware Detection Based on Semantic Feature Fusion

BotFinder: a novel framework for social bots detection in online social networks based on graph embedding and community detection

Imbalanced Malware Family Classification Using Multimodal Fusion and Weight Self-Learning

A Hybrid Intelligent Approach to Attribute Advanced Persistent Threat Organization Using PSO-MSVM Algorithm

A Review of Provenance Graph based APT Attack Detection:Applications and Developments

A Review of Attribution Technical for APT Attacks

A Multi-step Attack Detection Framework for the Power System Network

IR-Capsule: Two-Stream Network for Face Forgery Detection

Cloud Storage Data Access Control Scheme Based on Blockchain and Attribute-Based Encryption

A Malicious Mining Code Detection Method Based on Multi-Features Fusion

Construction of the Social Network Information Dissemination Index System Based on CNNs

False Alert Detection Based on Deep Learning and Machine Learning

A Deceptive Reviews Detection Method Based on Multidimensional Feature Construction and Ensemble Feature Selection

Security Evaluation of Situational Awareness in Cyberspace Based on Artificial Neural Network‐Back Propagation

WEB DDoS Attack Detection Method Based on Semisupervised Learning

A Survey of Advanced Persistent Threats Attack and Defense

An APT Malware Classification Method Based on Adaboost Feature Selection and LightGBM

A Survey of DeepFakes Generation and Detection

A Novel Malware Encrypted Traffic Detection Framework Based On Ensemble Learning

Malware classification based on visualization and feature fusion

An android malware detection approach using multi-feature fusion and TF-IDF algorithm

Attribution Classification Method of APT Malware in IoT Using Machine Learning Techniques

Malicious mining code detection based on ensemble learning in cloud computing environment

Enhancing the power grid robustness against cascading failures under node-based attacks

Power Grid‐Oriented Cascading Failure Vulnerability Identifying Method Based on Wireless Sensors

A Novel Malware Detection Framework Based on Weighted Heterograph

An APT Group Knowledge Model based on MDATA

Topic representation model based on microblogging behavior analysis

FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment

Low-Power Distributed Data Flow Anomaly-Monitoring Technology for Industrial Internet of Things

A Structure-Based De-Anonymization Attack on Graph Data Using Weighted Neighbor Match

A Novel Solutions for Malicious Code Detection and Family Clustering Based on Machine Learning

Electric Power Grid Invulnerability Under Intentional Edge-Based Attacks

Structural Vulnerability of Power Grid Under Malicious Node-Based Attacks

大数据产业现状和挑战

Bidirectional self-adaptive resampling in internet of things big data learning

An efficient dynamic ID-based remote user authentication scheme using self-certified public keys for multi-server environments

Approximation Algorithms for Controller Placement Problems in Software Defined Networks

Repost prediction incorporating time-sensitive mutual influence in social networks

Cryptanalysis and Improvement of a Strongly Unforgeable Identity-Based Signature Scheme

Identity-Based Blind Proxy Re-Signature Scheme for Data Security

从全生命周期管理角度看大数据安全技术研究

国外网络空间不良信息管理与趋势

一种基于聚类的微博关键词提取方法的研究与实现

研究方向