{"id":"https://openalex.org/W4383346107","doi":"https://doi.org/10.3390/s23136173","title":"Towards Adversarial Robustness for Multi-Mode Data through Metric Learning","display_name":"Towards Adversarial Robustness for Multi-Mode Data through Metric Learning","publication_year":2023,"publication_date":"2023-07-05","ids":{"openalex":"https://openalex.org/W4383346107","doi":"https://doi.org/10.3390/s23136173","pmid":"https://pubmed.ncbi.nlm.nih.gov/37448021"},"language":"en","primary_location":{"id":"doi:10.3390/s23136173","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23136173","pdf_url":"https://www.mdpi.com/1424-8220/23/13/6173/pdf?version=1688573281","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/13/6173/pdf?version=1688573281","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101975373","display_name":"Sarwar Shah Khan","orcid":"https://orcid.org/0000-0002-6387-4114"},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]},{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]},{"id":"https://openalex.org/I84653119","display_name":"Academia Sinica","ror":"https://ror.org/05bxb3784","country_code":"TW","type":"facility","lineage":["https://openalex.org/I84653119"]},{"id":"https://openalex.org/I87354575","display_name":"National Chengchi University","ror":"https://ror.org/03rqk8h36","country_code":"TW","type":"education","lineage":["https://openalex.org/I87354575"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Sarwar Khan","raw_affiliation_strings":["Department of Computer Science, National Chengchi University, Taipei 11605, Taiwan","Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan","Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan","Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan;","Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Chengchi University, Taipei 11605, Taiwan","institution_ids":["https://openalex.org/I87354575"]},{"raw_affiliation_string":"Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan","institution_ids":["https://openalex.org/I4210086894"]},{"raw_affiliation_string":"Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan","institution_ids":["https://openalex.org/I4210098366"]},{"raw_affiliation_string":"Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan;","institution_ids":["https://openalex.org/I4210086894"]},{"raw_affiliation_string":"Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan;","institution_ids":["https://openalex.org/I84653119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010007692","display_name":"Jun-Cheng Chen","orcid":"https://orcid.org/0000-0002-0209-8932"},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]},{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]},{"id":"https://openalex.org/I84653119","display_name":"Academia Sinica","ror":"https://ror.org/05bxb3784","country_code":"TW","type":"facility","lineage":["https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Jun-Cheng Chen","raw_affiliation_strings":["Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan","Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan","Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan;","Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan","institution_ids":["https://openalex.org/I4210086894"]},{"raw_affiliation_string":"Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan","institution_ids":["https://openalex.org/I4210098366"]},{"raw_affiliation_string":"Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan;","institution_ids":["https://openalex.org/I4210086894"]},{"raw_affiliation_string":"Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan;","institution_ids":["https://openalex.org/I84653119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005486605","display_name":"Wen\u2010Hung Liao","orcid":"https://orcid.org/0000-0002-1181-3459"},"institutions":[{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]},{"id":"https://openalex.org/I84653119","display_name":"Academia Sinica","ror":"https://ror.org/05bxb3784","country_code":"TW","type":"facility","lineage":["https://openalex.org/I84653119"]},{"id":"https://openalex.org/I87354575","display_name":"National Chengchi University","ror":"https://ror.org/03rqk8h36","country_code":"TW","type":"education","lineage":["https://openalex.org/I87354575"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wen-Hung Liao","raw_affiliation_strings":["Department of Computer Science, National Chengchi University, Taipei 11605, Taiwan","Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan","Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Chengchi University, Taipei 11605, Taiwan","institution_ids":["https://openalex.org/I87354575"]},{"raw_affiliation_string":"Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan","institution_ids":["https://openalex.org/I4210098366"]},{"raw_affiliation_string":"Social Networks Human-Centered Computing, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan;","institution_ids":["https://openalex.org/I84653119"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072890368","display_name":"Chu\u2010Song Chen","orcid":"https://orcid.org/0000-0002-2959-2471"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chu-Song Chen","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University, Taipei 106319, Taiwan","Department of Computer Science and Information Engineering, National Taiwan University, Taipei 106319, Taiwan;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei 106319, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei 106319, Taiwan;","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5010007692"],"corresponding_institution_ids":["https://openalex.org/I4210086894","https://openalex.org/I4210098366","https://openalex.org/I84653119"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.3313,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.64062015,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"23","issue":"13","first_page":"6173","last_page":"6173"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9740999937057495,"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/adversarial-system","display_name":"Adversarial system","score":0.9339016079902649},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.7758662700653076},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7391437292098999},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.6669913530349731},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6482689380645752},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.617472767829895},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.6050800681114197},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5514253377914429},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5246703624725342},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4797600209712982},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4479408860206604},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10382482409477234}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.9339016079902649},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.7758662700653076},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7391437292098999},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.6669913530349731},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6482689380645752},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.617472767829895},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.6050800681114197},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5514253377914429},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5246703624725342},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4797600209712982},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4479408860206604},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10382482409477234},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"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/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s23136173","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23136173","pdf_url":"https://www.mdpi.com/1424-8220/23/13/6173/pdf?version=1688573281","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37448021","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37448021","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10346491","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10346491","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10346491/pdf/sensors-23-06173.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:9a38d5762d204245a4a163134f81c982","is_oa":true,"landing_page_url":"https://doaj.org/article/9a38d5762d204245a4a163134f81c982","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 13, p 6173 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/13/6173/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23136173","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 13; Pages: 6173","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23136173","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23136173","pdf_url":"https://www.mdpi.com/1424-8220/23/13/6173/pdf?version=1688573281","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4383346107.pdf"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1932198206","https://openalex.org/W1945616565","https://openalex.org/W2097117768","https://openalex.org/W2112796928","https://openalex.org/W2163605009","https://openalex.org/W2180612164","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2340897893","https://openalex.org/W2342045095","https://openalex.org/W2551176409","https://openalex.org/W2555897561","https://openalex.org/W2570685808","https://openalex.org/W2605102252","https://openalex.org/W2613718673","https://openalex.org/W2620038827","https://openalex.org/W2640329709","https://openalex.org/W2774644650","https://openalex.org/W2787496614","https://openalex.org/W2798303923","https://openalex.org/W2807398060","https://openalex.org/W2919115771","https://openalex.org/W2962872506","https://openalex.org/W2963026686","https://openalex.org/W2963775347","https://openalex.org/W2963857521","https://openalex.org/W2963988212","https://openalex.org/W2964082701","https://openalex.org/W2964137095","https://openalex.org/W2966048283","https://openalex.org/W2969656782","https://openalex.org/W2973134629","https://openalex.org/W2996564870","https://openalex.org/W3007490808","https://openalex.org/W3034202663","https://openalex.org/W3034303554","https://openalex.org/W3097455551","https://openalex.org/W3106250896","https://openalex.org/W3172507542","https://openalex.org/W3180134609","https://openalex.org/W4251147723","https://openalex.org/W4319300873","https://openalex.org/W4323925641","https://openalex.org/W4377081716","https://openalex.org/W4386057757","https://openalex.org/W6679349572","https://openalex.org/W6680962578","https://openalex.org/W6719080892","https://openalex.org/W6761100157","https://openalex.org/W6761432062","https://openalex.org/W6762585180","https://openalex.org/W6767248609","https://openalex.org/W6779630795"],"related_works":["https://openalex.org/W2950183588","https://openalex.org/W3080754722","https://openalex.org/W2618574054","https://openalex.org/W3093978547","https://openalex.org/W2953536436","https://openalex.org/W3203790781","https://openalex.org/W2997056298","https://openalex.org/W2738001131","https://openalex.org/W4285785480","https://openalex.org/W2294590153"],"abstract_inverted_index":{"Adversarial":[0],"attacks":[1],"have":[2,22],"become":[3],"one":[4,39],"of":[5,40,88,96,127,153],"the":[6,41,49,57,85,93,97,117,121,125,142,150,163,167,176],"most":[7,28,42],"serious":[8],"security":[9],"issues":[10],"in":[11,141],"widely":[12],"used":[13,188],"deep":[14,189],"neural":[15],"networks.":[16],"Even":[17],"though":[18],"real-world":[19],"datasets":[20,152],"usually":[21],"large":[23],"intra-variations":[24],"or":[25],"multiple":[26],"modes,":[27],"adversarial":[29,34,64,79,89,98,130,196],"defense":[30,44,86],"methods,":[31,45],"such":[32],"as":[33,193],"training,":[35],"which":[36,81],"is":[37],"currently":[38],"effective":[43],"mainly":[46],"focus":[47],"on":[48,110],"single-mode":[50],"setting":[51],"and":[52,114,145,155,159,172,185,198],"thus":[53,199],"fail":[54],"to":[55,61],"capture":[56],"full":[58],"data":[59],"representation":[60,95],"defend":[62],"against":[63],"attacks.":[65],"To":[66],"confront":[67],"this":[68],"challenge,":[69],"we":[70,148],"propose":[71],"a":[72,101],"novel":[73],"multi-prototype":[74,143,178],"metric":[75,190],"learning":[76,191],"regularization":[77,194],"for":[78,195],"training":[80,90,131,197],"can":[82],"effectively":[83],"enhance":[84],"capability":[87],"by":[91,170],"preventing":[92],"latent":[94],"example":[99],"changing":[100],"lot":[102],"from":[103],"its":[104,182,202],"clean":[105],"one.":[106],"With":[107],"extensive":[108],"experiments":[109],"CIFAR10,":[111],"CIFAR100,":[112],"MNIST,":[113],"Tiny":[115,139],"ImageNet,":[116,140],"evaluation":[118],"results":[119],"show":[120],"proposed":[122,164,177],"method":[123,165,179],"improves":[124],"performance":[126],"different":[128],"state-of-the-art":[129,168],"methods":[132],"without":[133],"additional":[134],"computational":[135],"cost.":[136],"Furthermore,":[137,175],"besides":[138],"CIFAR10":[144,154],"CIFAR100":[146,156],"where":[147],"reorganize":[149],"whole":[151],"into":[157],"two":[158],"ten":[160],"classes,":[161],"respectively,":[162],"outperforms":[166,181],"approach":[169],"2.22%":[171],"1.65%,":[173],"respectively.":[174],"also":[180],"single-prototype":[183],"version":[184],"other":[186],"commonly":[187],"approaches":[192],"further":[200],"demonstrates":[201],"effectiveness.":[203]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
