{"id":"https://openalex.org/W4385688338","doi":"https://doi.org/10.1145/3600160.3605052","title":"A deep learning anomaly detection framework with explainability and robustness","display_name":"A deep learning anomaly detection framework with explainability and robustness","publication_year":2023,"publication_date":"2023-08-09","ids":{"openalex":"https://openalex.org/W4385688338","doi":"https://doi.org/10.1145/3600160.3605052"},"language":"en","primary_location":{"id":"doi:10.1145/3600160.3605052","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3600160.3605052","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3600160.3605052","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Conference on Availability, Reliability and Security","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3600160.3605052","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021986995","display_name":"Manh-Dung Nguyen","orcid":"https://orcid.org/0000-0001-8760-3258"},"institutions":[{"id":"https://openalex.org/I4210118939","display_name":"Montimage (France)","ror":"https://ror.org/02a8qtz61","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210118939"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Manh-Dung Nguyen","raw_affiliation_strings":["Montimage, France","Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)"],"raw_orcid":"https://orcid.org/0000-0001-8760-3258","affiliations":[{"raw_affiliation_string":"Montimage, France","institution_ids":["https://openalex.org/I4210118939"]},{"raw_affiliation_string":"Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)","institution_ids":["https://openalex.org/I4210118939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103040437","display_name":"Anis Bouaziz","orcid":"https://orcid.org/0009-0000-3429-3540"},"institutions":[{"id":"https://openalex.org/I4210118939","display_name":"Montimage (France)","ror":"https://ror.org/02a8qtz61","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210118939"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Anis Bouaziz","raw_affiliation_strings":["Montimage, France","Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)"],"raw_orcid":"https://orcid.org/0009-0000-3429-3540","affiliations":[{"raw_affiliation_string":"Montimage, France","institution_ids":["https://openalex.org/I4210118939"]},{"raw_affiliation_string":"Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)","institution_ids":["https://openalex.org/I4210118939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072769333","display_name":"Valeria Vald\u00e9s","orcid":"https://orcid.org/0009-0000-6632-396X"},"institutions":[{"id":"https://openalex.org/I4210118939","display_name":"Montimage (France)","ror":"https://ror.org/02a8qtz61","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210118939"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Valeria Valdes","raw_affiliation_strings":["Montimage, France","Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)"],"raw_orcid":"https://orcid.org/0009-0000-6632-396X","affiliations":[{"raw_affiliation_string":"Montimage, France","institution_ids":["https://openalex.org/I4210118939"]},{"raw_affiliation_string":"Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)","institution_ids":["https://openalex.org/I4210118939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072274443","display_name":"Ana Cavalli","orcid":"https://orcid.org/0000-0003-2586-9071"},"institutions":[{"id":"https://openalex.org/I4210118939","display_name":"Montimage (France)","ror":"https://ror.org/02a8qtz61","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210118939"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ana Rosa Cavalli","raw_affiliation_strings":["Montimage, France","Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)"],"raw_orcid":"https://orcid.org/0000-0003-2586-9071","affiliations":[{"raw_affiliation_string":"Montimage, France","institution_ids":["https://openalex.org/I4210118939"]},{"raw_affiliation_string":"Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)","institution_ids":["https://openalex.org/I4210118939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084443011","display_name":"Wissam Mallouli","orcid":"https://orcid.org/0000-0003-2548-6628"},"institutions":[{"id":"https://openalex.org/I4210118939","display_name":"Montimage (France)","ror":"https://ror.org/02a8qtz61","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210118939"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Wissam Mallouli","raw_affiliation_strings":["Montimage, France","Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)"],"raw_orcid":"https://orcid.org/0000-0003-2548-6628","affiliations":[{"raw_affiliation_string":"Montimage, France","institution_ids":["https://openalex.org/I4210118939"]},{"raw_affiliation_string":"Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)","institution_ids":["https://openalex.org/I4210118939"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083963581","display_name":"Edgardo Montes de","orcid":"https://orcid.org/0000-0001-6771-0689"},"institutions":[{"id":"https://openalex.org/I4210118939","display_name":"Montimage (France)","ror":"https://ror.org/02a8qtz61","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210118939"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Edgardo Montes De Oca","raw_affiliation_strings":["Montimage, France","Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)"],"raw_orcid":"https://orcid.org/0000-0001-6771-0689","affiliations":[{"raw_affiliation_string":"Montimage, France","institution_ids":["https://openalex.org/I4210118939"]},{"raw_affiliation_string":"Montimage [Paris] (39 Rue Bobillot, 75013 Paris - France)","institution_ids":["https://openalex.org/I4210118939"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210118939"],"apc_list":null,"apc_paid":null,"fwci":2.4896,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.91424289,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9973000288009644,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9941999912261963,"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/robustness","display_name":"Robustness (evolution)","score":0.7513829469680786},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7309126853942871},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7246657609939575},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.6254441142082214},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6145937442779541},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5931792259216309},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5334285497665405},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5001909732818604},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4828627407550812},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4774366319179535},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.4328210651874542},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.41378873586654663},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.31168583035469055},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14493995904922485},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.07798057794570923}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7513829469680786},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7309126853942871},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7246657609939575},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.6254441142082214},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6145937442779541},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5931792259216309},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5334285497665405},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5001909732818604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4828627407550812},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4774366319179535},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.4328210651874542},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.41378873586654663},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.31168583035469055},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14493995904922485},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.07798057794570923},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3600160.3605052","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3600160.3605052","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3600160.3605052","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Conference on Availability, Reliability and Security","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04476877v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04476877","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ARES '23: Proceedings of the 18th International Conference on Availability, Reliability and Security, Aug 2023, Vienna (AUSTRIA), Austria. pp.1-7, &#x27E8;10.1145/3600160.3605052&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1145/3600160.3605052","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3600160.3605052","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3600160.3605052","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Conference on Availability, Reliability and Security","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1022483906","display_name":null,"funder_award_id":"883540","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G4776362315","display_name":null,"funder_award_id":"101021808","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385688338.pdf","grobid_xml":"https://content.openalex.org/works/W4385688338.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2282821441","https://openalex.org/W2603523376","https://openalex.org/W2613715541","https://openalex.org/W2930249865","https://openalex.org/W3032266608","https://openalex.org/W4282584829","https://openalex.org/W4392181998"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W2179036394","https://openalex.org/W4206905835","https://openalex.org/W1568303756","https://openalex.org/W2613715541"],"abstract_inverted_index":{"The":[0],"prevalence":[1],"of":[2,32,39,74],"encrypted":[3,57],"Internet":[4],"traffic":[5,17],"has":[6,85],"resulted":[7],"in":[8,56],"a":[9,92],"pressing":[10],"need":[11],"for":[12,16,53,94,110],"advanced":[13],"analysis":[14,18],"techniques":[15],"and":[19,23,43,99,113],"classification.":[20],"Traditional":[21],"rule-based":[22],"signature-based":[24],"approaches":[25],"have":[26,50],"been":[27,51],"hindered":[28],"by":[29],"the":[30,37,72],"introduction":[31],"network":[33,58],"encryption":[34],"methods.":[35],"With":[36],"emergence":[38],"machine":[40],"learning":[41,45],"(ML)":[42],"deep":[44],"(DL),":[46],"several":[47],"preliminary":[48],"works":[49],"developed":[52],"anomaly":[54],"detection":[55],"traffic.":[59],"However,":[60,102],"complex":[61],"Artificial":[62,82],"Intelligence":[63,83],"(AI)":[64],"models":[65],"like":[66],"neural":[67],"networks":[68],"lack":[69,107],"explainability,":[70],"limiting":[71],"understanding":[73,95],"their":[75],"predictions.":[76],"To":[77],"address":[78],"this":[79],"limitation,":[80],"eXplainable":[81],"(XAI)":[84],"emerged,":[86],"aiming":[87],"to":[88],"provide":[89],"users":[90],"with":[91],"rationale":[93],"AI":[96],"system":[97],"outputs":[98],"fostering":[100],"trust.":[101],"existing":[103],"explainable":[104],"frameworks":[105],"still":[106],"comprehensive":[108],"support":[109],"adversarial":[111],"attacks":[112],"defenses.":[114]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}
