{"id":"https://openalex.org/W7225827931","doi":"https://doi.org/10.23939/csn2026.02.174","title":"EVENT PROPAGATION CONTAINMENT IN AWS SERVERLESS PIPELINES USING MACHINE LEARNING","display_name":"EVENT PROPAGATION CONTAINMENT IN AWS SERVERLESS PIPELINES USING MACHINE LEARNING","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225827931","doi":"https://doi.org/10.23939/csn2026.02.174"},"language":"en","primary_location":{"id":"doi:10.23939/csn2026.02.174","doi":"https://doi.org/10.23939/csn2026.02.174","is_oa":true,"landing_page_url":"https://doi.org/10.23939/csn2026.02.174","pdf_url":null,"source":{"id":"https://openalex.org/S4210238343","display_name":"Komp'\u00fbtern\u00ec sistemi ta mere\u017e\u00ec","issn_l":"2707-2371","issn":["2707-2371"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer systems and network","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.23939/csn2026.02.174","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115812718","display_name":"Vitalii Molnar","orcid":"https://orcid.org/0009-0001-3183-0117","observed_orcids":["https://orcid.org/0009-0001-3183-0117"]},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"V. V. Molnar","raw_affiliation_strings":["Lviv Polytechnic National University"],"raw_orcid":"https://orcid.org/0009-0001-3183-0117","affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030364465","display_name":"Dmytro Sabodashko","orcid":"https://orcid.org/0000-0003-1675-0976","observed_orcids":["https://orcid.org/0000-0003-1675-0976"]},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"D. V. Sabodashko","raw_affiliation_strings":["Lviv Polytechnic National University"],"raw_orcid":"https://orcid.org/0000-0003-1675-0976","affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University","institution_ids":["https://openalex.org/I98435010"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98435010"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":"2","first_page":"174","last_page":"187"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9169999957084656,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9169999957084656,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10927","display_name":"Access Control and Trust","score":0.014399999752640724,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.0142000000923872,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6808000206947327},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.6485999822616577},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.5849000215530396},{"id":"https://openalex.org/C48798503","wikidata":"https://www.wikidata.org/wiki/Q877546","display_name":"Reputation","level":2,"score":0.459199994802475},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45419999957084656},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.40130001306533813},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.38100001215934753},{"id":"https://openalex.org/C2777019822","wikidata":"https://www.wikidata.org/wiki/Q390066","display_name":"Containment (computer programming)","level":2,"score":0.36419999599456787},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.3625999987125397},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.35019999742507935},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3386000096797943},{"id":"https://openalex.org/C2779119184","wikidata":"https://www.wikidata.org/wiki/Q294350","display_name":"ALARM","level":2,"score":0.3375000059604645},{"id":"https://openalex.org/C2777402240","wikidata":"https://www.wikidata.org/wiki/Q6783436","display_name":"Masking (illustration)","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3246000111103058},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.3246000111103058},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.32350000739097595},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.3149000108242035},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.3111000061035156},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.28200000524520874},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.2797999978065491},{"id":"https://openalex.org/C2987098735","wikidata":"https://www.wikidata.org/wiki/Q3808900","display_name":"Recall rate","level":2,"score":0.2797999978065491},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C159023740","wikidata":"https://www.wikidata.org/wiki/Q623276","display_name":"Deadlock","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.2526000142097473},{"id":"https://openalex.org/C2776836416","wikidata":"https://www.wikidata.org/wiki/Q1364844","display_name":"False alarm","level":2,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23939/csn2026.02.174","doi":"https://doi.org/10.23939/csn2026.02.174","is_oa":true,"landing_page_url":"https://doi.org/10.23939/csn2026.02.174","pdf_url":null,"source":{"id":"https://openalex.org/S4210238343","display_name":"Komp'\u00fbtern\u00ec sistemi ta mere\u017e\u00ec","issn_l":"2707-2371","issn":["2707-2371"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer systems and network","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.23939/csn2026.02.174","doi":"https://doi.org/10.23939/csn2026.02.174","is_oa":true,"landing_page_url":"https://doi.org/10.23939/csn2026.02.174","pdf_url":null,"source":{"id":"https://openalex.org/S4210238343","display_name":"Komp'\u00fbtern\u00ec sistemi ta mere\u017e\u00ec","issn_l":"2707-2371","issn":["2707-2371"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer systems and network","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W3155533155","https://openalex.org/W3179934812","https://openalex.org/W3212224036","https://openalex.org/W4308642220","https://openalex.org/W4313148063","https://openalex.org/W4313889498","https://openalex.org/W4393121627","https://openalex.org/W4405237797","https://openalex.org/W4410957836","https://openalex.org/W4412703214","https://openalex.org/W4412788536","https://openalex.org/W4413259116","https://openalex.org/W4413679958","https://openalex.org/W4415309642","https://openalex.org/W7167711017"],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"studies":[2],"containment":[3],"of":[4,80,86,121,129,137,192],"cascading":[5],"event":[6,15,47,82],"propagation":[7,39,58],"in":[8,56,93,147],"AWS":[9,101],"serverless":[10],"pipelines":[11],"when":[12,40],"an":[13,81,94],"authorized":[14],"source":[16,71,157],"is":[17,48,73],"compromised":[18],"and":[19,50,70,83,123,164,189],"falsifies":[20],"self-reported":[21],"metadata.":[22],"It":[23],"shows":[24],"that":[25],"a":[26,67,119,127,132,142],"deterministic":[27],"ingress":[28],"risk-scoring":[29],"gate,":[30],"effective":[31],"under":[32],"trusted":[33],"metadata,":[34],"completely":[35],"fails":[36],"to":[37],"contain":[38],"the":[41,51,57,77,84,100,148,151,177],"metadata":[42],"are":[43],"falsified.":[44],"No":[45],"malicious":[46,156],"quarantined,":[49],"previous":[52],"74":[53],"%":[54,161,167],"reduction":[55],"factor":[59],"disappears.":[60],"A":[61],"post-gate":[62,184],"behavioral":[63],"response":[64,144],"loop":[65,145],"with":[66,118,126],"trained":[68],"model":[69,90],"reputation":[72,85,186],"proposed,":[74],"relying":[75],"on":[76],"actual":[78],"fan-out":[79],"its":[87],"source.":[88],"The":[89,171],"was":[91],"evaluated":[92],"autonomous":[95],"testbed":[96,102],"simulator":[97],"validated":[98],"against":[99],"for":[103,162,168],"cascade":[104],"dynamics.":[105],"At":[106],"intensities":[107],"not":[108],"represented":[109],"during":[110],"training,":[111],"it":[112],"detects":[113],"known":[114],"abuse":[115,125],"types:":[116],"masking":[117,163],"recall":[120,128],"1.00":[122],"volume":[124,169],"0.997":[130],"at":[131],"test":[133],"event-level":[134],"false-positive":[135],"rate":[136],"0.011":[138],"\u00b1":[139],"0.007.":[140],"In":[141],"closed":[143],"simulated":[146],"same":[149],"environment,":[150],"absolute":[152],"blast":[153],"radius":[154],"per":[155],"decreases":[158],"by":[159,165],"96.6":[160],"99.0":[166],"abuse.":[170],"approach":[172],"complements":[173],"rather":[174],"than":[175],"replaces":[176],"early":[178],"gate.":[179],"Its":[180],"limitations":[181],"include":[182],"residual":[183],"leakage,":[185],"cold":[187],"start,":[188],"false":[190],"suppression":[191],"legitimate":[193],"traffic.":[194]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}