任维武｜长春理工大学｜学者主页

期刊论文

2026

Adaptive aggregation relational graph convolutional neural network semi-supervised classification method for APT attack recognition

Weiwu Ren, Mingqi Xia, Q Zhang, Cong Liang

The Journal of Supercomputing

DOI

2026

APTA2D: APT Attribution via Attention-Guided Pruning and 2-D Convolutional Reasoning

Weiwu Ren, Cong Liang, Ying Lei

DOI

2026

A knowledge extrapolation model for attack inference based on graph attention networks and relation mapping

Weiwu Ren, Li Hui Zhao, Wenjuan Li

Knowledge and Information Systems

DOI

2025

GA-ConvE: An APT attack prediction method based on combination of graph attention network and 2D convolution

Yazhou Du, Weiwu Ren, Wenjuan Li, Minyue Wang, Wanxiang Wang, Hewen Zhang, Mingqi Xia

Neural Networks

DOI

2025

Network attack knowledge inference with graph convolutional networks and convolutional 2D KG embeddings

Weiwu Ren, Hewen Zhang, Ying Lei

Scientific Reports

DOI

2025

Inter‐Satellite Link Allocation Based on RL‐NSGA‐II

Weiwu Ren, Bingsen Wang, Yuan Gao, Qi Zhang, Jialin Zhu

International Journal of Satellite Communications and Networking

DOI

2025

GPCNKB: An Attack Prediction and Reasoning Model Based on an Improved Graph Convolutional Network

Weiwu Ren, Jinyu Yao, Hong Zhi Yu

Neural Processing Letters

DOI

2025

Inter-satellite link allocation in low-earth-orbit mega-constellation networks

Weiwu Ren, Bingsen Wang, Jie Sun, Hong Zhi Yu

The Journal of Supercomputing

DOI

2025

Enhanced APT detection with the improved KAN algorithm: capturing interdependencies for better accuracy

Weiwu Ren, Hewen Zhang, Yu Hong, Zhiwei Wang

Complex & Intelligent Systems

DOI

2025

GC-PTransE: multi-step attack inference method based on graph convolutional neural network and translation embedding

Weiwu Ren, Wenjuan Li, Yu Hong, Yazhou Du, Yuan Gao, Hewen Zhang, Mingqi Xia

Knowledge and Information Systems

DOI

2025

Research on APT group classification method based on graph attention networks

Yazhou Du, Weiwu Ren, Xintong Song, Wenjuan Li

The Journal of Supercomputing

DOI

2024

KGNN: Combining KAN Networks and Graph Neural Networks for APT Attack Detection

Yazhou Du, Yu Chia Hong, Weiwu Ren

DOI

2024

DeepARR: Alert risk rating based on deep learning

Qiyue Tang, Xiaoqiang Di, Xu Liu, Ligang Cong, Weiwu Ren, Zhengping Ni

IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA)

DOI

2024

Research on satellite link allocation algorithm for Earth-Moon space information network

Weiwu Ren, Yuan Gao, Xiao Chen, Hongbing Chen

The Journal of Supercomputing

DOI

2024

Towards robust log parsing using self-supervised learning for system security analysis

Jinhui Cao, Xiaoqiang Di, Xu Liu, Rui Xu, Jinqing Li, Weiwu Ren, Hui Qi, Pengfei Hu, Kehan Zhang, Bo Li

Intelligent Data Analysis

DOI

2024

MPQUIC Transmission Control Strategy for SDN-Based Satellite Network

Jinyao Liu, Xiaoqiang Di, Weiwu Ren, Ligang Cong, Hui Qi

Lecture notes in computer science

DOI

2023

APT Attack Detection Based on Graph Convolutional Neural Networks

Weiwu Ren, Xintong Song, Hong Zhi Yu, Ying Lei, Jinyu Yao, Yazhou Du, Wenjuan Li

International Journal of Computational Intelligence Systems

DOI

2022

Subflow scheduling strategy for multipath transmission in SDN-based spatial network

Hui Qi, Junrui Si, Jiahui Hou, Zhe Tian, Aowei Zhang, Jing Chen, Weiwu Ren, Shiwei Zhang, Xiaoqiang Di

Wireless Networks

DOI

2022

SDN-based dynamic multi-path routing strategy for satellite networks

Hui Qi, Yingjun Guo, Dinghui Hou, Ziyang Xing, Weiwu Ren, Ligang Cong, Xiaoqiang Di

Future Generation Computer Systems

DOI

2022

Vulnerability knowledge extraction method based on joint extraction model

Zhen Liu, Xiaoqiang Di, Song Wei, Weiwu Ren

International Conference on Advanced Cloud and Big Data

DOI

2022

Dynamic optimization of intersatellite link assignment based on reinforcement learning

Weiwu Ren, Jialin Zhu, Hui Qi, Ligang Cong, Xiaoqiang Di

International Journal of Distributed Sensor Networks

DOI

2021

QuickLogS: A Quick Log Parsing Algorithm based on Template Similarity

Luyue Fang, Xiaoqiang Di, Xu Liu, Yiping Qin, Weiwu Ren, Qiang Ding

IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)

DOI

2021

LogNADS: Network anomaly detection scheme based on log semantics representation

Xu Liu, Weiyou Liu, Xiaoqiang Di, Jinqing Li, Binbin Cai, Weiwu Ren, Huamin Yang

Future Generation Computer Systems

DOI

2021

A Sentence‐Level Joint Relation Classification Model Based on Reinforcement Learning

Zhen Liu, Xiaoqiang Di, Wei Song, Weiwu Ren

Computational Intelligence and Neuroscience

DOI

2021

An Adaptive Anomaly Detection Algorithm Based on CFSFDP

Weiwu Ren, Xiaoqiang Di, Zhan-Wei Du, Jianping Zhao

Computers Materials & Continua

DOI

2020

Anomaly Detection Algorithm Based on CFSFDP

Weiwu Ren, Jianfei Zhang, Xiaoqiang Di, Yinan Lu, Bochen Zhang, Jianping Zhao

Journal of Advanced Computational Intelligence and Intelligent Informatics

DOI

2020

Performance Analysis of Three-Layered Satellite Network Based on Stochastic Network Calculus

Ying Ming Zhou, Xiaoqiang Di, Ligang Cong, Weiwu Ren, Weiyou Liu, Yuming Jiang, Huilin Jiang

Lecture notes in electrical engineering

DOI

2020

Knowledge Extraction and Knowledge Graph Construction Based on Campus Security Logss

Songfei Cao, Xiaoqiang Di, Yue Gong, Weiwu Ren, Xingxu Zhang

Communications in computer and information science

DOI

2020

Performance Analysis of MPTCP Under High Load Based on SDN Environment

Jiahui Hou, Dinghui Hou, Bixin Tao, Hui Qi, Xiaoqiang Di, Weiwu Ren, Ligang Cong

Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering

DOI

2020

Performance Analysis of QUIC-UDP Protocol Under High Load

Lin Qi, Zhihong Qiao, Aowei Zhang, Hui Qi, Weiwu Ren, Xiaoqiang Di, Rui Wang

Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering

DOI

2018

基于人工蜂群优化的密度聚类异常入侵检测算法

任维武，张波辰，底晓强，卢奕南

《吉林大学学报(理学版)》

2018

Improved K-means Clustering Algorithm and its Applications

Hui Qi, Jinqing Li, Xiaoqiang Di, Weiwu Ren, Fengrong Zhang

Recent Patents on Engineering

DOI

2018

An Improved Interconnection Network for Data Center Based on BCube Structure

Jianfei Zhang, Weiwu Ren, Guannan Qu

Communications in computer and information science

DOI

2018

Constructing Algorithm of MLMS Data Center Network

Jianfei Zhang, Weiwu Ren, Guannan Qu

Communications in computer and information science

DOI

2017

The Fusion Model of Multidomain Context Information for the Internet of Things

Bing Jia, Shuai Liu, Yushuai Guan, Wuyungerile Li, Weiwu Ren

Wireless Communications and Mobile Computing

DOI

2015

基于数据挖掘和本体的入侵警报关联模型

任维武，胡亮，赵阔

《吉林大学学报(工学版)》

2013

用于分布式入侵检测系统的合作式本体模型

任维武

《吉林大学》

2010

基于数据挖掘和知识框架的入侵警报关联研究

任维武

《吉林大学》

2009

基于SVM的在线无监督入侵检测系统

张丹，任斐，赵阔，张园园，刘晓博，任维武，胡亮

《吉林大学学报(理学版)》

2009

基于异常检测的入侵检测技术

胡亮，金刚，于漫，任斐，任维武

《吉林大学学报(理学版)》

2009

基于改进密度聚类的异常检测算法

胡亮，任维武，任斐，刘晓博，金刚

《吉林大学学报(理学版)》

DOI

预印本

2026

APT Attack Inference and Multidimensional Visual Representation

Weiwu Ren, Mingqi Xia, Qi Zhang, Cong Liang

Research Square

DOI

2025

Mw-Gcn: Apt Classification by Enhancing Node Features of Graph Convolutional Neural Networks

Weiwu Ren, Wanxiang Wang, Yubo Ma, Yang Liu

SSRN Electronic Journal

DOI

2023

Network Attack Knowledge Reasoning Model based on Graph Convolutional Neural Networks

Weiwu Ren, Ying Lei, Hong Zhi Yu, XinTong Song, JinYu Yao, YaZhou Du, Wenjuan Li

Research Square

DOI

精选作品

期刊论文

Adaptive aggregation relational graph convolutional neural network semi-supervised classification method for APT attack recognition

APTA2D: APT Attribution via Attention-Guided Pruning and 2-D Convolutional Reasoning

A knowledge extrapolation model for attack inference based on graph attention networks and relation mapping

GA-ConvE: An APT attack prediction method based on combination of graph attention network and 2D convolution

Network attack knowledge inference with graph convolutional networks and convolutional 2D KG embeddings

Inter‐Satellite Link Allocation Based on RL‐NSGA‐II

GPCNKB: An Attack Prediction and Reasoning Model Based on an Improved Graph Convolutional Network

Inter-satellite link allocation in low-earth-orbit mega-constellation networks

Enhanced APT detection with the improved KAN algorithm: capturing interdependencies for better accuracy

GC-PTransE: multi-step attack inference method based on graph convolutional neural network and translation embedding

Research on APT group classification method based on graph attention networks

KGNN: Combining KAN Networks and Graph Neural Networks for APT Attack Detection

DeepARR: Alert risk rating based on deep learning

Research on satellite link allocation algorithm for Earth-Moon space information network

Towards robust log parsing using self-supervised learning for system security analysis

MPQUIC Transmission Control Strategy for SDN-Based Satellite Network

APT Attack Detection Based on Graph Convolutional Neural Networks

Subflow scheduling strategy for multipath transmission in SDN-based spatial network

SDN-based dynamic multi-path routing strategy for satellite networks

Vulnerability knowledge extraction method based on joint extraction model

Dynamic optimization of intersatellite link assignment based on reinforcement learning

QuickLogS: A Quick Log Parsing Algorithm based on Template Similarity

LogNADS: Network anomaly detection scheme based on log semantics representation

A Sentence‐Level Joint Relation Classification Model Based on Reinforcement Learning

An Adaptive Anomaly Detection Algorithm Based on CFSFDP

Anomaly Detection Algorithm Based on CFSFDP

Performance Analysis of Three-Layered Satellite Network Based on Stochastic Network Calculus

Knowledge Extraction and Knowledge Graph Construction Based on Campus Security Logss

Performance Analysis of MPTCP Under High Load Based on SDN Environment

Performance Analysis of QUIC-UDP Protocol Under High Load

基于人工蜂群优化的密度聚类异常入侵检测算法

Improved K-means Clustering Algorithm and its Applications

An Improved Interconnection Network for Data Center Based on BCube Structure

Constructing Algorithm of MLMS Data Center Network

The Fusion Model of Multidomain Context Information for the Internet of Things

基于数据挖掘和本体的入侵警报关联模型

用于分布式入侵检测系统的合作式本体模型

基于数据挖掘和知识框架的入侵警报关联研究

基于SVM的在线无监督入侵检测系统

基于异常检测的入侵检测技术

基于改进密度聚类的异常检测算法

预印本

APT Attack Inference and Multidimensional Visual Representation

Mw-Gcn: Apt Classification by Enhancing Node Features of Graph Convolutional Neural Networks

Network Attack Knowledge Reasoning Model based on Graph Convolutional Neural Networks

研究方向