{"id":"https://openalex.org/W4403724036","doi":"https://doi.org/10.1109/dsaa61799.2024.10722817","title":"Rethinking Security: The Resilience of Shallow ML Models (Extended Abstract)","display_name":"Rethinking Security: The Resilience of Shallow ML Models (Extended Abstract)","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4403724036","doi":"https://doi.org/10.1109/dsaa61799.2024.10722817"},"language":"en","primary_location":{"id":"doi:10.1109/dsaa61799.2024.10722817","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa61799.2024.10722817","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 11th International Conference on Data Science and Advanced Analytics (DSAA)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5067207701","display_name":"Rafael Teixeira","orcid":"https://orcid.org/0000-0001-7211-382X"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rafael Teixeira","raw_affiliation_strings":["Instituto de Telecomunicações, Universidade de Aveiro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Telecomunicações, Universidade de Aveiro","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085602004","display_name":"M\u00e1rio Antunes","orcid":"https://orcid.org/0000-0003-3448-6726"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"M\u00e1rio Antunes","raw_affiliation_strings":["Instituto de Telecomunicações, Universidade de Aveiro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Telecomunicações, Universidade de Aveiro","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064711226","display_name":"Jo\u00e3o Paulo Barraca","orcid":"https://orcid.org/0000-0002-5029-6191"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Paulo Barraca","raw_affiliation_strings":["Instituto de Telecomunicações, Universidade de Aveiro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Telecomunicações, Universidade de Aveiro","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015160383","display_name":"Diogo Gomes","orcid":"https://orcid.org/0000-0002-5848-2802"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Diogo Gomes","raw_affiliation_strings":["Instituto de Telecomunicações, Universidade de Aveiro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Telecomunicações, Universidade de Aveiro","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090429145","display_name":"Rui L. Aguiar","orcid":"https://orcid.org/0000-0003-0107-6253"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rui L. Aguiar","raw_affiliation_strings":["Instituto de Telecomunicações, Universidade de Aveiro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Telecomunicações, Universidade de Aveiro","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.33356522,"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":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.4975999891757965,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.4975999891757965,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10927","display_name":"Access Control and Trust","score":0.4952999949455261,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.49219998717308044,"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/resilience","display_name":"Resilience (materials science)","score":0.8035532832145691},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5525310039520264},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12685641646385193}],"concepts":[{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.8035532832145691},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5525310039520264},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12685641646385193},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsaa61799.2024.10722817","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa61799.2024.10722817","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 11th International Conference on Data Science and Advanced Analytics (DSAA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.7599999904632568,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W2161045183","https://openalex.org/W2945127255"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"growth":[1],"of":[2,11,54,110],"Machine":[3],"Learning":[4],"(ML)":[5],"has":[6],"led":[7],"to":[8,93],"the":[9,52,72,99,108],"commercialization":[10],"applications":[12],"like":[13],"data":[14,60],"analytics,":[15],"autonomous":[16],"systems,":[17],"and":[18,31,44,85],"security":[19,30,109],"diagnostics.":[20],"These":[21],"models":[22,57],"are":[23],"becoming":[24],"widespread":[25],"across":[26],"various":[27],"domains.":[28],"However,":[29],"privacy":[32],"issues":[33],"accompany":[34],"this":[35,102],"growth.":[36],"Although":[37],"actively":[38],"researched,":[39],"there's":[40],"fragmentation":[41],"in":[42,68,75,106],"analyzing":[43],"defining":[45],"ML":[46,56,96,112],"models'":[47],"resilience.":[48],"This":[49],"work":[50],"examines":[51],"resilience":[53,103],"shallow":[55],"against":[58],"typical":[59],"poisoning":[61],"attacks.":[62],"Our":[63],"study":[64],"assessed":[65],"their":[66],"strengths":[67],"adversarial":[69],"scenarios":[70],"using":[71],"MNIST":[73],"dataset":[74],"a":[76],"CAPTCHA":[77],"context.":[78],"Results":[79],"show":[80],"notable":[81],"resilience,":[82],"with":[83],"accuracy":[84],"generalization":[86],"maintained":[87],"despite":[88],"malicious":[89],"inputs,":[90],"offering":[91],"insights":[92],"strengthen":[94],"future":[95,111],"systems.":[97,113],"Understanding":[98],"mechanisms":[100],"enabling":[101],"can":[104],"aid":[105],"fortifying":[107]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}