{"id":"https://openalex.org/W7138993969","doi":"https://doi.org/10.1109/globecom59602.2025.11431920","title":"Collaborative P4-SDN DDoS Detection and Mitigation with Early-Exit Neural Networks","display_name":"Collaborative P4-SDN DDoS Detection and Mitigation with Early-Exit Neural Networks","publication_year":2025,"publication_date":"2025-12-08","ids":{"openalex":"https://openalex.org/W7138993969","doi":"https://doi.org/10.1109/globecom59602.2025.11431920"},"language":null,"primary_location":{"id":"doi:10.1109/globecom59602.2025.11431920","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom59602.2025.11431920","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2025 - 2025 IEEE Global Communications Conference","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/A5046262966","display_name":"Ouassim Karrakchou","orcid":"https://orcid.org/0000-0002-9082-0736"},"institutions":[{"id":"https://openalex.org/I4210106663","display_name":"International University of Rabat","ror":"https://ror.org/01t9czq80","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210106663"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Ouassim Karrakchou","raw_affiliation_strings":["International University of Rabat,TICLab,Morocco"],"affiliations":[{"raw_affiliation_string":"International University of Rabat,TICLab,Morocco","institution_ids":["https://openalex.org/I4210106663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092732642","display_name":"Alaa Zniber","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106663","display_name":"International University of Rabat","ror":"https://ror.org/01t9czq80","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210106663"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Alaa Zniber","raw_affiliation_strings":["International University of Rabat,TICLab,Morocco"],"affiliations":[{"raw_affiliation_string":"International University of Rabat,TICLab,Morocco","institution_ids":["https://openalex.org/I4210106663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051342741","display_name":"Anass Sebbar","orcid":"https://orcid.org/0000-0002-0526-3569"},"institutions":[{"id":"https://openalex.org/I4210106663","display_name":"International University of Rabat","ror":"https://ror.org/01t9czq80","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210106663"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Anass Sebbar","raw_affiliation_strings":["International University of Rabat,TICLab,Morocco"],"affiliations":[{"raw_affiliation_string":"International University of Rabat,TICLab,Morocco","institution_ids":["https://openalex.org/I4210106663"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057324156","display_name":"Mounir Ghogho","orcid":"https://orcid.org/0000-0002-0055-7867"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mounir Ghogho","raw_affiliation_strings":["University Mohammed VI Polytechnic,College of Computing,Morocco"],"affiliations":[{"raw_affiliation_string":"University Mohammed VI Polytechnic,College of Computing,Morocco","institution_ids":["https://openalex.org/I4210131560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5046262966"],"corresponding_institution_ids":["https://openalex.org/I4210106663"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.7940881,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6081","last_page":"6086"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.5339999794960022,"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":0.5339999794960022,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.2353000044822693,"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":0.08139999955892563,"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":[{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.8375999927520752},{"id":"https://openalex.org/keywords/forwarding-plane","display_name":"Forwarding plane","score":0.6890000104904175},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.612500011920929},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.588699996471405},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.552299976348877},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48919999599456787},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4406999945640564}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.8375999927520752},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7754999995231628},{"id":"https://openalex.org/C10597312","wikidata":"https://www.wikidata.org/wiki/Q5473302","display_name":"Forwarding plane","level":3,"score":0.6890000104904175},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.612500011920929},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.588699996471405},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.552299976348877},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.503000020980835},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48919999599456787},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4406999945640564},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42910000681877136},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3995000123977661},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.39879998564720154},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.39320001006126404},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.34689998626708984},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3384000062942505},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3059999942779541},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.29910001158714294},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.27549999952316284},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C145595949","wikidata":"https://www.wikidata.org/wiki/Q7371619","display_name":"Routing control plane","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom59602.2025.11431920","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom59602.2025.11431920","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2025 - 2025 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1994926493","https://openalex.org/W2018992824","https://openalex.org/W2040340473","https://openalex.org/W2938258273","https://openalex.org/W2963122961","https://openalex.org/W2982682021","https://openalex.org/W3114263020","https://openalex.org/W3134255974","https://openalex.org/W3185782941","https://openalex.org/W3210854102","https://openalex.org/W4210779665","https://openalex.org/W4225002643","https://openalex.org/W4287887900","https://openalex.org/W4313654696","https://openalex.org/W4376461217","https://openalex.org/W4381849794","https://openalex.org/W4382317673","https://openalex.org/W4386781412","https://openalex.org/W4387623907","https://openalex.org/W4387870004","https://openalex.org/W4390102136","https://openalex.org/W4391068874","https://openalex.org/W4391120114","https://openalex.org/W4392175359","https://openalex.org/W4396982215","https://openalex.org/W4399039153","https://openalex.org/W4403196715","https://openalex.org/W4404003092","https://openalex.org/W4406499944"],"related_works":[],"abstract_inverted_index":{"Distributed":[0],"Denial":[1],"of":[2,49,135],"Service":[3],"(DDoS)":[4],"attacks":[5],"pose":[6],"a":[7,24,30,53,67,78],"persistent":[8],"threat":[9],"to":[10,39,77,99],"network":[11,57],"security,":[12],"requiring":[13],"timely":[14],"and":[15,44,126,143],"scalable":[16],"mitigation":[17],"strategies.":[18],"In":[19],"this":[20],"paper,":[21],"we":[22],"propose":[23],"novel":[25],"collaborative":[26],"architecture":[27],"that":[28,58,114],"integrates":[29],"P4-programmable":[31],"data":[32,64],"plane":[33,38,65,128],"with":[34,96,121],"an":[35],"SDN":[36],"control":[37,86,127],"enable":[40],"real-time":[41],"DDoS":[42,111,145],"detection":[43,119],"response.":[45],"At":[46],"the":[47,63,85,97,133],"core":[48],"our":[50,115],"approach":[51,116],"is":[52],"split":[54],"early-exit":[55],"neural":[56],"performs":[59],"partial":[60],"inference":[61,124],"in":[62,84],"using":[66,109],"quantized":[68],"Convolutional":[69],"Neural":[70],"Network":[71],"(CNN),":[72],"while":[73],"deferring":[74],"uncertain":[75],"cases":[76],"Gated":[79],"Recurrent":[80],"Unit":[81],"(GRU)":[82],"module":[83],"plane.":[87],"This":[88],"design":[89],"enables":[90],"high-speed":[91],"classification":[92],"at":[93],"line":[94],"rate":[95],"ability":[98],"escalate":[100],"more":[101],"complex":[102],"flows":[103],"for":[104,140],"deeper":[105],"analysis.":[106],"Experimental":[107],"evaluation":[108],"real-world":[110],"datasets":[112],"demonstrates":[113],"achieves":[117],"high":[118],"accuracy":[120],"significantly":[122],"reduced":[123],"latency":[125],"overhead.":[129],"These":[130],"results":[131],"highlight":[132],"potential":[134],"tightly":[136],"coupled":[137],"ML-P4-SDN":[138],"systems":[139],"efficient,":[141],"adaptive,":[142],"low-latency":[144],"defense.":[146]},"counts_by_year":[],"updated_date":"2026-03-20T20:54:20.808490","created_date":"2026-03-20T00:00:00"}
