Machine Learning for Cyber Security

640 Pages·2023·39.925 MB·English

Yuan Xu · Hongyang Yan ·
Huang Teng · Jun Cai ·
Jin Li (Eds.)
6
5
6 Machine Learning
3
1

S
C for Cyber Security
N
L
4th International Conference, ML4CS 2022
Guangzhou, China, December 2–4, 2022
Proceedings, Part II
Lecture Notes in Computer Science 13656
FoundingEditors
GerhardGoos
KarlsruheInstituteofTechnology,Karlsruhe,Germany
JurisHartmanis
CornellUniversity,Ithaca,NY,USA
EditorialBoardMembers
ElisaBertino
PurdueUniversity,WestLafayette,IN,USA
WenGao
PekingUniversity,Beijing,China
BernhardSteffen
TUDortmundUniversity,Dortmund,Germany
MotiYung
ColumbiaUniversity,NewYork,NY,USA
Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/558
· · ·
Yuan Xu Hongyang Yan Huang Teng
·
Jun Cai Jin Li (Eds.)
Machine Learning
for Cyber Security
4th International Conference, ML4CS 2022
Guangzhou, China, December 2–4, 2022
Proceedings, Part II
Editors
YuanXu HongyangYan
SchoolofComputingandInformatics InstituteofArtificialIntelligence
UniversityofLouisianaatLafayette andBlockchain
Lafayette,IN,USA GuangzhouUniversity
Guangzhou,China
HuangTeng
InstituteofArtificialIntelligence JunCai
andBlockchain GuangdongPolytechnicNormalUniversity
GuangzhouUniversity Guangzhou,China
Guangzhou,China
JinLi
InstituteofArtificialIntelligence
andBlockchain
GuangzhouUniversity
Guangzhou,China
ISSN 0302-9743 ISSN 1611-3349 (electronic)
LectureNotesinComputerScience
ISBN 978-3-031-20098-4 ISBN 978-3-031-20099-1 (eBook)
https://doi.org/10.1007/978-3-031-20099-1
©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense
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Preface
TheFourthInternationalConferenceonMachineLearningforCyberSecurity(ML4CS
2022)washeldinGuangzhou,China,duringDecember2–4,2022.ML4CSisawell-
recognized annual international forum for AI-driven security researchers to exchange
ideasandpresenttheirworks.
Theconferencereceived367submissions.Committeeaccepted100regularpapers
and46shortpaperstobeincludedintheconferenceprogram.Itwassingleblindduring
thepaperreviewprocess,andtherearetworeviewsperpaperatleast.Theproceedings
contain revised versions of the accepted papers. While revisions are expected to take
the referees comments into account, this was not enforced and the authors bear full
responsibilityforthecontentoftheirpapers.
ML4CS2022wasorganizedbyGuangdongPolytechnicNormalUniversity,Pazhou
Lab, and Sun Yat-sen University. The conference would not have been such a suc-
cesswithoutthesupportoftheseorganizations,andwesincerelythankthemfortheir
continuedassistanceandsupport.
WewouldalsoliketothanktheauthorswhosubmittedtheirpaperstoML4CS2022,
and the conference attendees for their interest and support. We thank the Organizing
Committeefortheirtimeandeffortdedicatedtoarrangingtheconference.Thisallowed
us to focus on the paper selection and deal with the scientific program. We thank the
ProgramCommitteemembersandtheexternalreviewersfortheirhardworkinreview-
ingthesubmissions;theconferencewouldnothavebeenpossiblewithouttheirexpert
reviews.Finally,wethanktheEasyChairsystemanditsoperators,formakingtheentire
processofmanagingtheconferenceconvenient.
September2022 XiaochunCao
JinLi
JunCai
HuangTeng
YanJia
MinYang
XuYuan
Organization
GeneralChairs
XiaochunCao SunYat-senUniversity,China
JinLi GuangzhouUniversity,China
JunCai GuangdongPolytechnicNormalUniversity,China
TengHuang GuangzhouUniversity,China
ProgramChairs
YanJia PengChengLaboratory,China
MinYang FudanUniversity,China
XuYuan UniversityofLouisianaatLafayette,USA
TrackChairs
MachineLearningBasedCybersecurityTrack
WeiWang BeijingJiaotongUniversity,China
Yu-anTan BeijingInstituteofTechnology,China
BigDataAnalyticsforCybersecurityTrack
XuyunZhang MacquaireUniversity,Australia
WenchaoJiang GuangdongUniversityofTechnology,China
CryptographyinMachineLearningTrack
XinyiHuang FujianNormalUniversity,China
JosephK.Liu MonashUniversity,Australia
DifferentialPrivacyTrack
ChangyuDong NewcastleUniversity,UK
TianqingZhu UniversityofTechnologySydney,Australia
viii Organization
DataSecurityinMachineLearningTrack
ZheliLiu NankaiUniversity,China
ZuoyongLi MinjiangUniversity,China
AdversarialAttacksandDefensesTrack
QianWang WuhanUniversity,China
KaiChen InstituteofInformationEngineering,Chinese
AcademyofSciences,China
SecurityandPrivacyinFederatedLearningTrack
LianyongQi QufuNormalUniversity,China
TongLi NankaiUniversity,China
ExplainableMachineLearningTrack
ShengHong BeihangUniversity,China
SecurityinMachineLearningApplicationTrack
TaoXiang ChongqingUniversity,China
YileiWang QufuNormalUniversity,China
AI/MachineLearningSecurityandApplicationTrack
HaoPeng ZhejiangNormalUniversity,China
WorkshopChair
WeiGao YunnanNormalUniversity,China
PublicationChair
DiWu GuangzhouUniversity,China
PublicityChair
ZhuoMa XidianUniversity,China
Organization ix
SteeringCommittee
XiaofengChen XidianUniversity,China
IqbalGondal FederationUniversity,Australia
RyanKo WaikatoUniversity,NewZealand
JonathanOliver TrendMicro,USA
IslamRafiqul CharlesSturtUniversity,Australia
VijayVaradharajan UniversityofNewcastle,Australia
IanWelch VictoriaUniversityofWellington,NewZealand
YangXiang(Chair) SwinburneUniversityofTechnology,Australia
JunZhang(Chair) SwinburneUniversityofTechnology,Australia
WanleiZhou DeakinUniversity,Australia
ProgramCommittee
SilvioBarra UniversityofSalerno,Italy
M.Z.AlamBhuiyan GuangzhouUniversity,China
CarloBlundo UniversityofSalerno,Italy
YiqiaoCai HuaqiaoUniversity,China
LuigiCatuogno UniversityofSalerno,Italy
LorenzoCavallaro King’sCollegeLondon,UK
LiangChang GuilinUniversityofElectronicTechnology,China
FeiChen ShenzhenUniversity,China
XiaofengChen XidianUniversity,China
ZheChen SingaporeManagementUniversity,Singapore
FrédéricCuppens IMTAtlantique,France
ChangyuDong NewcastleUniversity,UK
GuangjieDong EastChinaJiaotongUniversity,China
MohammedEI-Abd AmericanUniversityofKuwait,Kuwait
WeiGao YunnanNormalUniversity,China
DieterGollmann HamburgUniversityofTechnology,Germany
ZhengGong SouthChinaNormalUniversity,China
ZhitaoGuan NorthChinaElectricPowerUniversity,China
ZhaoluGuo ChineseAcademyofSciences,China
JinguangHan Queen’sUniversityBelfast,UK
SaeidHosseini SingaporeUniversityofTechnologyandDesign,
Singapore
ChingfangHsu HuazhongUniversityofScienceandTechnology,
China
HaiboHu TheHongKongPolytechnicUniversity,Hong
Kong
TengHuang GuangzhouUniversity,China
XinyiHuang FujianNormalUniversity,China
x Organization
WenchaoJiang GuangdongUniversityofTechnology,China
LutfulKarim SenecaCollegeofAppliedArtsandTechnology,
Canada
HadisKarimipour UniversityofGuelph,Canada
SokratisKatsikas OpenUniversityofCyprus,Cyprus
NeerajKumar ThaparInstituteofEngineeringandTechnology,
India
KangshunLi SouthChinaAgriculturalUniversity,China
PingLi SouthChinaNormalUniversity,China
TongLi NaikaiUniversity,China
WeiLi JiangxiUniversityofScienceandTechnology,
China
XuejunLi AnhuiUniversity,China
KaitaiLiang UniversityofSurrey,UK
HuiLiu UniversityofCalgary,Canada
WeiLu SunYat-senUniversity,China
XiaoboMa Xi’anJiaotongUniversity,China
FabioMartinelli IIT-CNR,Italy
FiccoMassimo SecondUniversityofNaples,Italy
WeizhiMeng TechnicalUniversityofDenmark,Denmark
VincenzoMoscato UniversityofNaples,Italy
FrancescoPalmieri UniversityofSalerno,Italy
FeiPeng HunanUniversity,China
HuPeng WuhanUniversity,China
LizhiPeng JinanUniversity,China
UmbertoPetrillo SapienzaUniversityofRome,Italy
LianyongQi QufuNormalUniversity,China
ShahryarRahnamayan UniversityofOntarioInstituteofTechnology,
Canada
KhaledRiad GuangzhouUniversity,China
YuSun GuangxiUniversity,China
Yu-AnTan BeijingInstituteofTechnology,China
ZhiyuanTan EdinburghNapierUniversity,UK
MingTao DongguanUniversityofTechnology,China
DonghaiTian BeijingInstituteofTechnology,China
ChundongWang TianjinUniversityofTechnology,China
DingWang PekingUniversity,China
FengWang WuhanUniversity,China
HuiWang NanchangInstituteofTechnology,China
JianfengWang XidianUniversity,China
JinWang SoochowUniversity,China