Program at a Glance

The 7th IEEE International Conference on Data Science in Cyberspace（IEEE DSC2022） Program

July 11-13,Guilin,China

Day 1, July 11, 2022 (Main Conference) (Golden Cassia)

Day 2, July 12, 2022 (Sessions)

Day 3, July 13, 2022 (Workshops)

Main Technical Program

SESSION 1: Situation Awareness

July 12th, 09:00-10:30，Guihu Room

• A Multi-step Attack Detection Framework for the Power System Network
  Ju Yang; Liang Zhou; Le Wang; Shudong Li; Ziqing Lin; Zhaoquan Gu
• A Novel Network Security Situation Awareness Model for Advanced Persistent Threat
  Kai Chen; Jingxian Zhu; Lansheng Han; Shenghui Li; Pengyi Gao
• NiNSRAPM: An Ensemble Learning Based Non-intrusive Network Security Risk Assessment Prediction Model
  Junzheng Yang; Feng Liu; Lu-lu Liang; Yuan-jie Zhao; Jiayin Qi
• Shock Trap: An active defense architecture based on trap vulnerabilities
  Quan Hong; Yang Zhao; Jian Chang; Yuxin Du; Jun Li; Lidong Zhai

SESSION 2: Cyberspace Security I

July 12th, 09:00-10:30，Ronghu Room

• Capability-based Component Security Mechanism for Microkernel OS
  Jiajia Yi; Lirong Chen; Kun Xiao
• A Survey of Obfuscation and Deobfuscation Techniques in Android Code Protection
  Runsheng Guo; Man Zhang; Hui Lu; Qichao Liu; Ning Hu
• A Survey on Data Poisoning Attacks and Defenses
  Jiaxin Fan
• A Model Checker for MDS Attacks
  Qian Ke; Haixia Wang; Chunlu Wang; Zihan Xu; Yongqiang Lyu; Dongsheng Wang

SESSION 3: Cyberspace security II

July 12th, 09:00-10:30，Shanhu room

• MANAGE: A Novel Malware Evolution Model based on Digital Genes
  Yu Zhang
• Automated Crash Analysis and Exploit Generation with Extendable Exploit Model
  Zhehui Liu; Zhongru Wang; Yuntao Zhang; Tong Liu; Binxing Fang; Zhengyuan Pang
• WREP: A lightweight event real-time processing engine for IoT
  Lei Feng; Yuanfei Zhang; Zhiqiang Hao; Chonghua Wang
• A Hierarchical Terminal Recognition Approach based on Network Traffic Analysis
  Lingzi Kong; Daoqi Han; Junmei Ding; Mingrui Fan; Yueming Lu

SESSION 4: Cyberspace security III

July 12th, 10:50-12:20，Guihu Room

• A virtualization-based security architecture for industrial control systems
  Yuqiang Zhang; Zhiqiang Hao; JiaWei Luo; Ning Hu; Chonghua Wang
• Research and Application of Intelligent Vehicle Cybersecurity Threat Model
  Haitao Zhang; Lei Luo; Ruikun Li; Jiajia Yi; Yun Li; Lirong Chen
• SMRT: An Effective Malicious Node Resistance Design for Mixnets
  Jincai Zou; Zhihan Tan; Yaya Huang; Yixing Chen; Yuqiang Zhang; Ning Hu
• Stealth: A Heterogeneous Covert Access Channel for Mix-net
  Yixing Chen; Yuqiang Zhang; Jincai Zou; Zhihan Tan; Yaya Huang; Ning Hu

SESSION 5: Deep Learning Algorithms and Applications I

July 12th, 10:50-12:20，Ronghu Room

• An asterisk-shaped patch attack for object detection
  Fashan Dong; Binyue Deng; Haiyang Yu; Wenrong Xie; Huawei Xu; Zhaoquan Gu
• Multiple Sequential Network Attacks Detection Based on DTW-HMM
  Haitian Liu; Rong Jiang; Bin Zhou; Xing Rong; Juan Li; Aiping Li
• Knowledge Graph of Artificial Intelligence in Medicine: A Scientometric Analysis
  Jinlei Liu; Wenchao Dan; Nuo Cheng; Wenjing Lian; Peirong Qu; Hui Zhang; Yuling Zha; Jie Wang
• End-to-end training image-text matching network
  Depeng Wang; Hong Chen; Yibo Sun

SESSION 6: Deep Learning Algorithms and Applications II

July 12th, 10:50-12:20，Shanhu room

• Topic Modeling for Short Texts Via Dual View Collaborate Optimization
  Wei Liu; Yutao Huang; Yibing Guo; Ye Wang; Binxing Fang; Qing Liao
• NMI-FGSM-tri: An efficient and targeted method for generating adversarial examples in speaker recognition
  Junjian Zhang; Hao Tan; Binyue Deng; Jiacen Hu; Dong Zhu; Linyi Huang; Zhaoquan Gu
• An Optimized Transaction Processing Scheme for Highly Contented E-commerce Workloads
  Chenjia Yu; Shuhan Qi; Yang Liu*
• TFHM: A Traffic Feature Hiding Scheme Based on Generative Adversarial Networks
  Yaya Huang; Yixing Chen; Yuqiang Zhang; Jincai Zou; Zhihan Tan; Ning Hu

SESSION 7: Network Attack and Defense

July 12th, 14:20-15:50，Guihu Room

• Anomaly Detection from Log Data Sequences with Perturbations
  Yixiang Chen; Linhao Ye; Yufeng Ye; Qingfeng Tan; Peng Zhang
• A DNS-based Data Exfiltration Traffic Detection Method for Unknown Samples
  Ruiling Gan; Jiawen Diao; Xiang Cui; Shouyou Song
• A method of network traffic anomaly detection based on Packet Window Transformer
  Wenjie Mi
• Light-weight Unsupervised Anomaly Detection for Encrypted Malware Traffic
  Shangbin Han; Qianhong Wu; Han Zhang; Bo Qin

SESSION 8: Intelligent System

July 12th, 14:20-15:50，Ronghu Room

• Research on industrial Robot system security based on Industrial Internet Platform
  Gong Xiao
• Privacy Protection Management Model for Internet of Things Data
  Yundan Yang; Fenghui Duan; Maoshen Zhang; Junjie Liu; Jin Li; Yueming Lu
• Optimizing Diffusion Layer with AVX Shuffling: A Study on SKINNY
  Jinhai Chen; Zheng Gong; Yufeng Tang; Yupeng Zhang; Bin Li
• Automated Vulnerability Discovery System Based on Hybrid Execution
  Tong Liu; Zhongru Wang; Yuntao Zhang; Zhehui Liu; Binxing Fang; Zhengyuan Pang

SESSION 9: Data Mining I

July 12th, 14:20-15:50，Shanhu room

• A Method Combining Text Classification and Keyword Recognition to Improve Long Text Information Mining
  Lang Liu
• Defense Against Query-Based Black-Box Attack With Small Gaussian-Noise
  Ziqi Zhu; Bin Zhu; Huan Zhang; Yu Geng; Le Wang; Denghui Zhang; Zhaoquan Gu
• Exploring Users’ Temporal Characteristics of “Purchase and Comment” Behaviors based on Human Dynamics
  Liang Wu; Fangming Ruan; Liangqiang Li; Yidan Li

SESSION 10: Data Mining II

July 12th, 16:20-18:00，Guilu Room

• A novel Tri-training algorithm based on Evidence Theory
  Hongshun He; Zhipeng Zhang; Lei Yang; Yang Li; Jiakang Shi
• Anchor graph semi-supervised learning method based on Evidence Theory
  Hongshun He; Wei Yu; Lei Yang; Yang Li; Luyu Sun
• The Power Analysis Based on Mean–Ridge Regression
  Xiaonian Wu
• FAVT: A Feature-Anchored Video Data Trading Mechanism
  JiaShun Zhou; Na Wang; Aodi Liu; Xuehui Du

SESSION 11: Data Security and Privacy

July 12th, 16:20-18:00，Ronghu Room

• A Data Encoding Method for Multipath Anonymous Transmission
  Zhihan Tan; Yaya Huang; Yixing Chen; Yuqiang Zhang; Jincai Zou; Ning Hu
• Research on One-way Data Transmission Technology Based on RDMA
  Yuanpeng Yang; Hongbo Wang; Xiaofeng Wang; Yuan Liu
• Research on the Characteristics and Security Risks of the Internet of Vehicles Data
  Jun Sun; Dong Liu; Yang Liu; Chuang Li; Yumeng Ma
• An efficient anonymous authentication and supervision system based on blockchain
  Weiyou Liang; Yujue Wang; Yong Ding; Haibin Zheng; Hai Liang; Huiyong Wang

Workshops

Multi-dimensional Data Association and inTelligent Analysis (MDATA 2022)

July 13th, 09:00-10:20, 10:20-12:00 (Guihu Room)

• Hybrid butterfly optimization algorithm–based support vector machine for botnet command-and-control channel detection
  Kai Chen; Jietong Su; Lansheng Han; Shenghui Li; Pengyi Gao
• Data traceability scheme of industrial control system based on digital watermark
  Jun Sun; Yang Li; Ge Zhang; Liangyu Dong; Zitao Yang; Mufeng Wang; Jiahe Cai
• A Survey of Obfuscation and Deobfuscation Techniques in Android Code Protection
  Runsheng Guo; Qichao Liu; Man Zhang; Ning Hu; Hui Lu
• Design and Implementation of Network Traffic Analysis System for Power Grid Metering System
  Tao Liu; Honghao Liang; Xiaowei Chen; Zimeng Li; Lingzi Kong; Jin Li; Yueming Lu
• Modeling Unseen Entities from a Semantic Evidence View in Temporal Knowledge Graphs
  Chen Guo; Yang Lin; Hao Chen; Haiyang Yu; Chengwei Zhu; Jing Qiu
• A Survey on Threat Hunting: Approaches and Applications
  Lei Chen; Rong Jiang; Changjian Lin; Aiping Li
• SpeechHide: A Hybrid Privacy-preserving Mechanism for Speech Content and Voiceprint in Speech Data Sharing
  Yu Hu; Ran Li; Simin Wang; Fuqiang Tao; Zhe Sun

Vulnerability Analysis and Adversarial Learning (VAAL 2022)

July 13th, 09:00-10:20, 10:20-12:00 (Ronghu Room)

• Lisp-TBCNN: A Malicious Code Detection System Based on Machine Learning
  Huanyu Chi; Zekun Fei; Zhi Wang; Li Gu
• AISLE: Self-supervised Representation Learning for the Investigation of Advanced Persistent Threat
  Zian Jia; Xiaosu Wang; Yun Xiong; Yao Zhang; Jinjing Zhao
• Fuzzing DBMS via Sequence Model
  Yabin Li; Yuanping Nie; Xiaohui Kuang
• A Survey of Human-machine Collaboration in Fuzzing
  Qian Yan; Minhuan Huang; Huayang Cao
• An Automatic Code Generation Method Based on Sequence Generative Adversarial Network
  Hanwen Sun; Yuanping Nie; Xiang Li; Minhuan Huang; Jianwen Tian; Wei Kong
• NAFuzzer: Augmenting Network Protocol Fuzzers via Automatic Template and Seed Generation
  Ke Yan; Bo Yu; Yong Tang; Xiangdong Kong; Chen Chen; Jin Lei
• DeepCov: Coverage Guided Deep Learning Framework Fuzzing
  Hongfang Yu; Jiawei Wu; Senyi Li; Junqiang Li; Long Luo; Gang Sun

Network Security Analysis for Cyberspace (NSAC 2022)

July 13th, 09:00-10:20, 10:20-12:00 (Shanhu room)

• Network Security Intrusion Detection and Mass Alarms Under Cluster Computing Platform
  Feng Li; Fei Shu; Mingxuan Li; Bin Wang
• Cross-Security Domain Dynamic Orchestration Algorithm of Network Security Functions
  Weidong Xiao; Xu Zhang; Dongbin Wang
• AGDB: A Dictionary-based Malicious Domain Detection Method based on Representation Fusion
  You Zhai; Hao Dong; Zhoujun Li; Liqun Yang; Longtao He
• A Hybrid Routing Mutation Mechanism based on Mutation Cost and Resource Trustworthiness in Network Moving Target Defense
  Kun Guo; Yibo Gao; Dongbin Wang; Hui Zhi; Tao Zhang; Yueming Lu
• FLYFDetect: A Smart Home Privacy Protection Framework via Federated Learning
  Bing Chen; Yaping Liu; Shuo Zhang; Jie Chen; Zhiyu Han
• Security Evaluation Model of Blockchain System Based on Combination Weighting and Grey Clustering
  Qi Jiahao; Ziyu Guo; Yueming Lu; Jiaqi Gao; Yihong Guo; Fanyao Meng
• TLD-WF: Surfing Freely Under Website Fingerprinting Attacks
  Ling Liu; Xin Liu; Yue Zhao; Ning Hu

Big Data and Business Analytics (BDBA 2022)

July 13th, 14:00-15:40 (Guihu Room)

• MASCA：A Multimodal Abstractive Summarization Model Based on Core Words Fusion Attention
  Xiaohan Yin; Lijuan Sun; Jingchen Wu; Xu Wu; Lirong Qiu
• TAFM: Topic-Attention FM-encoder for Text Generation
  Dongye He; Xu Wu; Lijuan Sun; Jingchen Wu; Lirong Qiu
• Adversarial Example Attacks against ASR Systems: An Overview
  Xiao Zhang; Hao Tan; Zhaoquan Gu
• Prediction of Real Popularity based on Sample Debias
  Liang Li; Liqun Gao; Feng Xie; Bin Zhou
• Leveraging Multi-aspect Semantics for Conversation Structure Modeling
  Tuwen Guo; Xi Zhang; Lirong Qiu

Situation Awareness Analysis for Cyberspace Security (SAACS 2022)

July 13th, 14:00-15:40 (Ronghu Room)

• A combined-CNN model of TLS Traffic Recognition and Classification
  Yunfan Tian; Dongxin Liu; Laifu Wang; Bowen Hu
• A Review of Provenance Graph based APT Attack Detection:Applications and Developments
  Yang Lv; Shaona Qin; Zifeng Zhu; Zhuocheng Yu; Shudong Li; Weihong Han
• A Novel Framework For Malicious Encrypted Traffic Classification On Host Level And Flow Level
  Haitao Zhang; Lei Luo; Yun Li; Lirong Chen; Xiaobo Wu
• A Review of Attribution Technical for APT Attacks
  Yangyang Mei; Weihong Han; Shudong Li; Xiaobo Wu; Kaihan Lin; Yulu Qi
• A SQL Blind Injection Method Based on Gated Recurrent Neural Network
  Jiahui Zheng; Junjian Li; Chao Li; Ran Li

Cybersecurity for Critical Infrastructure Systems (CCIS 2022)

July 13th, 14:00-15:40 (Shanhu room)

• A timestamp-based covert data transmission method in Industrial Control System
  Jie Lu; Yong Ding; Zhenyu Li; Chunhui Wang
• Research on Lightweight Blockchain Technology Based on Edge Computing
  Maosheng Zhang; Ruohan Cao; Fenghui Duan; Yundan Yang; Yueming Lu; Man Zhang; Xu Lu
• Access Control Mechanism for Edge Nodes
  Fenghui Duan; Yundan Yang; Maosheng Zhang; Songqi Wu; Yueming Lu; Man Zhang; Xu Lu
• New Integral distinguishers for I - PresentTM, TANGRAM and CHAM
  Li Lingchen; Qiu Xueying; Zhu Chenghui; Xiaonian Wu

Digital Humanities and Computer Arts (DHCA 2022)

July 13th, 16:10-18:10 (Guihu Room)

• Display Design Based on Virtual Reality Technology VR-Platform Platform
  Junzhu Zhang; Yugao Zheng
• Research on Multi-Model Fusion for Named Entity Recognition Based on Loop Parameter Sharing Transfer Learning
  Haoran Ma; Zhaoyun Ding
• Classification of Diabetic Retinopathy Based on B-ResNet
  Ying Zhang
• A Survey on Knowledge Graph Embedding
  Qi Yan; Jiaxin Fan; Mohan Li; Guanqun Qu; Yang Xiao
• Image Art Innovation based on Extended Reality Technology
  Feng Ye
• Application of Virtual Simulation in Digital Exhibition and Performance
  Ling Zou; Jing Li

Big Data Mining for Cyberspace (BDMC 2022)

July 13th, 16:10-18:10 (Ronghu Room)

• SATMask: Spatial Attention Transform Mask for Dense Instance Segmentation
  Quanzhong Mao; Lijuan Sun; Jingchen Wu; Xu Wu; Lirong Qiu
• A Lightweight Authentication Protocol For IoT based on ECC scheme
  Zhiyu Han; Yaping Liu; Shuo Zhang; Jie Chen; Bing Chen
• The final security problem in IOT：Don’t count on the canary!
  Qian Zhou; Hua Dai; Liang Liu; Jie Chen; Kai Shi; Hong Jiang
• Industrial Defect Detection Through Computer Vision: A Survey
  Yunjie Tang; Kai Sun; Danhuai Zhao; Yan Lu; Jiaju Jiang; Hong Chen
• VCFN-Video Computing Force Network
  Yichuan Wu; Meng Guo; Lei Yang; Wei Yu
• 10 Gigabit industrial thermal data acquisition and storage solution based on software-defined network
  Ge Zhang

Data Governance and Privacy Protection （DGPP 2022）

July 13th, 16:10-18:10 (Shanhu room)

• Time-Lock Encryption for Multiple Consecutive Periods and its Application
  Yuewu Lian; Haitao Zhan; Peiheng Zhang; Mingwu Zhang
• Secure outsourced VANET data in clouds with designated supervisor
  Meng Zhao; Yong Ding; Tong Zhang; Xiaochun Zhou
• Information dissemination model of recommendation platform based on network community
  Wu R Ming
• A Novel Mobile Instant Messaging System
  Yichuan Wu; Jianping Zheng; Meng Guo
• VCFN-Video Computing Force Network
  Yichuan Wu; Meng Guo; Lei Yang; Wei Yu
• DESEND：A Fast Device Event Signature Extraction And Detection Method for Smart Home
  Jie Chen; Yaping Liu; Shuo Zhang