{"id":"https://openalex.org/W7116699935","doi":"https://doi.org/10.23919/cnsm67658.2025.11297408","title":"Detection of Misreporting Attacks on Software-Defined Immersive Environments","display_name":"Detection of Misreporting Attacks on Software-Defined Immersive Environments","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W7116699935","doi":"https://doi.org/10.23919/cnsm67658.2025.11297408"},"language":null,"primary_location":{"id":"doi:10.23919/cnsm67658.2025.11297408","is_oa":false,"landing_page_url":"https://doi.org/10.23919/cnsm67658.2025.11297408","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21st International Conference on Network and Service Management (CNSM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037358632","display_name":"Sourya Saha","orcid":"https://orcid.org/0000-0001-9752-8001"},"institutions":[{"id":"https://openalex.org/I174216632","display_name":"City University of New York","ror":"https://ror.org/00453a208","country_code":"US","type":"education","lineage":["https://openalex.org/I174216632"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sourya Saha","raw_affiliation_strings":["City University of New York"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of New York","institution_ids":["https://openalex.org/I174216632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033159940","display_name":"Md Nurul Absur","orcid":null},"institutions":[{"id":"https://openalex.org/I174216632","display_name":"City University of New York","ror":"https://ror.org/00453a208","country_code":"US","type":"education","lineage":["https://openalex.org/I174216632"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md. Nurul Absur","raw_affiliation_strings":["City University of New York"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of New York","institution_ids":["https://openalex.org/I174216632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089969522","display_name":"Shima Yousefi","orcid":"https://orcid.org/0000-0003-1533-4065"},"institutions":[{"id":"https://openalex.org/I174216632","display_name":"City University of New York","ror":"https://ror.org/00453a208","country_code":"US","type":"education","lineage":["https://openalex.org/I174216632"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shima Yousefi","raw_affiliation_strings":["City University of New York"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of New York","institution_ids":["https://openalex.org/I174216632"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015917097","display_name":"Saptarshi Debroy","orcid":"https://orcid.org/0000-0002-4783-119X"},"institutions":[{"id":"https://openalex.org/I174216632","display_name":"City University of New York","ror":"https://ror.org/00453a208","country_code":"US","type":"education","lineage":["https://openalex.org/I174216632"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saptarshi Debroy","raw_affiliation_strings":["City University of New York"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of New York","institution_ids":["https://openalex.org/I174216632"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5037358632"],"corresponding_institution_ids":["https://openalex.org/I174216632"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.61838664,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9912999868392944,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9912999868392944,"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/T12127","display_name":"Software System Performance and Reliability","score":0.0017000000225380063,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.0012000000569969416,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.7714999914169312},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.689300000667572},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.6148999929428101},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5605999827384949},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5184000134468079},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.39809998869895935},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.39500001072883606},{"id":"https://openalex.org/keywords/middleware","display_name":"Middleware (distributed applications)","score":0.387800008058548}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7929999828338623},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.7714999914169312},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.689300000667572},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.6148999929428101},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5605999827384949},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5184000134468079},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4871000051498413},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.39809998869895935},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.39500001072883606},{"id":"https://openalex.org/C169468491","wikidata":"https://www.wikidata.org/wiki/Q146923","display_name":"Middleware (distributed applications)","level":2,"score":0.387800008058548},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3662000000476837},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.3276999890804291},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32420000433921814},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.31369999051094055},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3041999936103821},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.2973000109195709},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2815000116825104},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2745000123977661},{"id":"https://openalex.org/C2776639384","wikidata":"https://www.wikidata.org/wiki/Q840396","display_name":"Ideal (ethics)","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.26460000872612},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.26159998774528503},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2542000114917755},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/cnsm67658.2025.11297408","is_oa":false,"landing_page_url":"https://doi.org/10.23919/cnsm67658.2025.11297408","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21st International Conference on Network and Service Management (CNSM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5022296905517578}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2021851106","https://openalex.org/W2084915558","https://openalex.org/W3003307593","https://openalex.org/W3162004380","https://openalex.org/W3163895120","https://openalex.org/W3199202177","https://openalex.org/W4200050141","https://openalex.org/W4200100780","https://openalex.org/W4205808231","https://openalex.org/W4310419321","https://openalex.org/W4361289962","https://openalex.org/W4390599219","https://openalex.org/W4390779215","https://openalex.org/W4392852622","https://openalex.org/W4394911077","https://openalex.org/W4396878075","https://openalex.org/W4400277452","https://openalex.org/W4401386516","https://openalex.org/W4402470517","https://openalex.org/W4402951223","https://openalex.org/W4403094519","https://openalex.org/W4403844294","https://openalex.org/W4404513319","https://openalex.org/W4408848620","https://openalex.org/W4408870154","https://openalex.org/W4410252930","https://openalex.org/W4411713567","https://openalex.org/W4415480969"],"related_works":[],"abstract_inverted_index":{"The":[0,86],"ability":[1],"to":[2,45,96,116],"centrally":[3],"control":[4],"network":[5,59],"infrastructure":[6],"using":[7],"a":[8,54,104],"programmable":[9],"middleware":[10],"has":[11],"made":[12],"Software-Defined":[13],"Networking":[14],"(SDN)":[15],"ideal":[16],"for":[17,138],"emerging":[18],"applications,":[19],"such":[20,25,30,41,65],"as":[21,31],"immersive":[22,42,84],"environments.":[23,145],"However,":[24],"flexibility":[26],"introduces":[27],"new":[28],"vulnerabilities,":[29],"switch":[32],"misreporting":[33,67,133],"led":[34],"load":[35],"imbalance,":[36],"which":[37],"in":[38,72,131,143],"turn":[39],"make":[40],"environment":[43],"vulnerable":[44],"severe":[46],"quality":[47,80],"degradation.":[48],"In":[49],"this":[50],"paper,":[51],"we":[52],"present":[53],"hybrid":[55],"machine":[56],"learning":[57],"(ML)-based":[58],"anomaly":[60,91],"detection":[61,87,142],"framework":[62,127],"that":[63,125],"identifies":[64],"stealthy":[66],"by":[68],"capturing":[69],"temporal":[70],"inconsistencies":[71],"switch-reported":[73],"loads,":[74],"and":[75,111,118,140],"thereby":[76],"counter":[77],"potentially":[78],"catastrophic":[79],"degradation":[81],"of":[82],"hosted":[83],"application.":[85],"system":[88],"combines":[89],"unsupervised":[90],"scoring":[92],"with":[93],"supervised":[94],"classification":[95],"robustly":[97],"distinguish":[98],"malicious":[99],"behavior.":[100],"Data":[101],"collected":[102],"from":[103],"realistic":[105],"testbed":[106],"deployment":[107],"under":[108],"both":[109],"benign":[110],"adversarial":[112],"conditions":[113],"is":[114],"used":[115],"train":[117],"evaluate":[119],"the":[120,126],"model.":[121],"Experimental":[122],"results":[123],"show":[124],"achieves":[128],"high":[129],"recall":[130],"detecting":[132],"behavior,":[134],"making":[135],"it":[136],"effective":[137],"early":[139],"reliable":[141],"SDN":[144]},"counts_by_year":[],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-12-22T00:00:00"}
