{"id":"https://openalex.org/W4400025539","doi":"https://doi.org/10.48550/arxiv.2406.15635","title":"DataFreeShield: Defending Adversarial Attacks without Training Data","display_name":"DataFreeShield: Defending Adversarial Attacks without Training Data","publication_year":2024,"publication_date":"2024-06-21","ids":{"openalex":"https://openalex.org/W4400025539","doi":"https://doi.org/10.48550/arxiv.2406.15635"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2406.15635","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2406.15635","pdf_url":"https://arxiv.org/pdf/2406.15635","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2406.15635","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108725006","display_name":"Hyeyoon Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Hyeyoon","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043170949","display_name":"Kanghyun Choi","orcid":"https://orcid.org/0000-0002-4238-8176"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Choi, Kanghyun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113315353","display_name":"Dain Kwon","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kwon, Dain","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002144123","display_name":"Sunjong Park","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Park, Sunjong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086288341","display_name":"Mayoore S. Jaiswal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jaiswal, Mayoore Selvarasa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067253588","display_name":"Noseong Park","orcid":"https://orcid.org/0000-0002-1268-840X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Park, Noseong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073483751","display_name":"Jonghyun Choi","orcid":"https://orcid.org/0000-0002-7934-8434"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Choi, Jonghyun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100447633","display_name":"Jinho Lee","orcid":"https://orcid.org/0000-0003-4010-6611"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Jinho","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9991999864578247,"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":0.9991999864578247,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9122999906539917,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9013000130653381,"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":0.922334611415863},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.7573053240776062},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6010551452636719},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5772121548652649},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4728772044181824},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3620649576187134},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07412880659103394}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.922334611415863},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.7573053240776062},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6010551452636719},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5772121548652649},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4728772044181824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3620649576187134},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07412880659103394},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:arXiv.org:2406.15635","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2406.15635","pdf_url":"https://arxiv.org/pdf/2406.15635","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:koasas.kaist.ac.kr:10203/324679","is_oa":false,"landing_page_url":"http://hdl.handle.net/10203/324679","pdf_url":null,"source":{"id":"https://openalex.org/S4306402435","display_name":"KAIST Institutional Repository (KAIST)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I157485424","host_organization_name":"Korea Advanced Institute of Science and Technology","host_organization_lineage":["https://openalex.org/I157485424"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference"},{"id":"pmh:oai:s-space.snu.ac.kr:10371/211280","is_oa":false,"landing_page_url":"https://hdl.handle.net/10371/211280","pdf_url":null,"source":{"id":"https://openalex.org/S4306401345","display_name":"Seoul National University Open Repository (Seoul National University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139264467","host_organization_name":"Seoul National University","host_organization_lineage":["https://openalex.org/I139264467"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"},{"id":"doi:10.48550/arxiv.2406.15635","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2406.15635","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2406.15635","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2406.15635","pdf_url":"https://arxiv.org/pdf/2406.15635","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1451011034","display_name":null,"funder_award_id":"2021-II212068","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G2947324332","display_name":null,"funder_award_id":"RS-2021II211343","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G3415549828","display_name":null,"funder_award_id":"RS-2022-II220959","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G4294718623","display_name":null,"funder_award_id":"RS-2024-00347394","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G4700831490","display_name":null,"funder_award_id":"2022-","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G490925689","display_name":null,"funder_award_id":"RS\u20102021\u2010II212068","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G6120464043","display_name":null,"funder_award_id":"RS2021-II211343","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G7699972493","display_name":null,"funder_award_id":"RS-2021-II212068","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8446193549","display_name":null,"funder_award_id":"2022R1C1C1011307","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400025539.pdf","grobid_xml":"https://content.openalex.org/works/W4400025539.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W4394050964","https://openalex.org/W3211393740","https://openalex.org/W3208049411","https://openalex.org/W3022908591","https://openalex.org/W4285706568","https://openalex.org/W2551249631"],"abstract_inverted_index":{"Recent":[0],"advances":[1],"in":[2,25],"adversarial":[3,72,79,132,160],"robustness":[4,80,100,161],"rely":[5],"on":[6],"an":[7],"abundant":[8],"set":[9],"of":[10,70,94],"training":[11,29,133],"data,":[12],"where":[13,74],"using":[14,134],"external":[15],"or":[16],"additional":[17],"datasets":[18],"has":[19],"become":[20,62],"a":[21,87],"common":[22],"setting.":[23],"However,":[24],"real":[26,84],"life,":[27],"the":[28,42,48,59,67,92,95,102,123,135,149,153,159],"data":[30,61],"is":[31,45,105],"often":[32],"kept":[33],"private":[34],"for":[35,158],"security":[36],"and":[37,131],"privacy":[38],"issues,":[39],"while":[40],"only":[41],"pretrained":[43],"weight":[44],"available":[46],"to":[47,58,77,107],"public.":[49],"In":[50],"such":[51],"scenarios,":[52],"existing":[53],"methods":[54],"that":[55,99,143,148],"assume":[56],"accessibility":[57],"original":[60,103],"inapplicable.":[63],"Thus":[64],"we":[65,75,90,118,141],"investigate":[66],"pivotal":[68],"problem":[69,96,124],"data-free":[71,156],"robustness,":[73],"try":[76],"achieve":[78],"without":[81,101],"accessing":[82],"any":[83],"data.":[85,137],"Through":[86,138],"preliminary":[88],"study,":[89],"highlight":[91],"severity":[93],"by":[97],"showing":[98],"dataset":[104,129],"difficult":[106],"achieve,":[108],"even":[109],"with":[110],"similar":[111],"domain":[112],"datasets.":[113],"To":[114],"address":[115],"this":[116],"issue,":[117],"propose":[119],"DataFreeShield,":[120],"which":[121],"tackles":[122],"from":[125],"two":[126],"perspectives:":[127],"surrogate":[128],"generation":[130],"generated":[136],"extensive":[139],"validation,":[140],"show":[142],"DataFreeShield":[144],"outperforms":[145],"baselines,":[146],"demonstrating":[147],"proposed":[150],"method":[151],"sets":[152],"first":[154],"entirely":[155],"solution":[157],"problem.":[162]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}