{"id":"https://openalex.org/W4410393066","doi":"https://doi.org/10.1007/978-3-031-92366-1_25","title":"Deceptive Diffusion: Generating Synthetic Adversarial Examples","display_name":"Deceptive Diffusion: Generating Synthetic Adversarial Examples","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410393066","doi":"https://doi.org/10.1007/978-3-031-92366-1_25"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-92366-1_25","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-92366-1_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-031-92366-1_25","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092103171","display_name":"Lucas Beerens","orcid":null},"institutions":[{"id":"https://openalex.org/I4210117017","display_name":"Maxwell Institute for Mathematical Sciences","ror":"https://ror.org/02tsqtg57","country_code":"GB","type":"facility","lineage":["https://openalex.org/I32062511","https://openalex.org/I4210117017","https://openalex.org/I98677209"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Lucas Beerens","raw_affiliation_strings":["Maxwell Institute, University of Edinburgh, Edinburgh, EH8 9BT, UK","School of Mathematics, University of Edinburgh, Edinburgh, EH9 3FD, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Maxwell Institute, University of Edinburgh, Edinburgh, EH8 9BT, UK","institution_ids":["https://openalex.org/I4210117017"]},{"raw_affiliation_string":"School of Mathematics, University of Edinburgh, Edinburgh, EH9 3FD, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038116036","display_name":"Catherine F. Higham","orcid":"https://orcid.org/0000-0002-2580-4115"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Catherine F. Higham","raw_affiliation_strings":["School of Computing Science, University of Glasgow, Glasgow, G12 8QQ, UK"],"raw_orcid":"https://orcid.org/0000-0002-2580-4115","affiliations":[{"raw_affiliation_string":"School of Computing Science, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058486589","display_name":"Desmond J. Higham","orcid":"https://orcid.org/0000-0002-6635-3461"},"institutions":[{"id":"https://openalex.org/I4210117017","display_name":"Maxwell Institute for Mathematical Sciences","ror":"https://ror.org/02tsqtg57","country_code":"GB","type":"facility","lineage":["https://openalex.org/I32062511","https://openalex.org/I4210117017","https://openalex.org/I98677209"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Desmond J. Higham","raw_affiliation_strings":["Maxwell Institute, University of Edinburgh, Edinburgh, EH8 9BT, UK","School of Mathematics, University of Edinburgh, Edinburgh, EH9 3FD, UK"],"raw_orcid":"https://orcid.org/0000-0002-6635-3461","affiliations":[{"raw_affiliation_string":"Maxwell Institute, University of Edinburgh, Edinburgh, EH8 9BT, UK","institution_ids":["https://openalex.org/I4210117017"]},{"raw_affiliation_string":"School of Mathematics, University of Edinburgh, Edinburgh, EH9 3FD, UK","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5092103171"],"corresponding_institution_ids":["https://openalex.org/I4210117017","https://openalex.org/I98677209"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18253017,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"322","last_page":"333"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9993000030517578,"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/T11424","display_name":"Security and Verification in Computing","score":0.9724000096321106,"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/computer-science","display_name":"Computer science","score":0.8234589099884033},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7574588060379028},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5598376989364624},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4594252109527588},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36009496450424194},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.349653959274292}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8234589099884033},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7574588060379028},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5598376989364624},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4594252109527588},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36009496450424194},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.349653959274292},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-92366-1_25","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-92366-1_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:eprints.gla.ac.uk:357026","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/3393.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-92366-1_25","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-92366-1_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2112796928","https://openalex.org/W2147800946","https://openalex.org/W2183341477","https://openalex.org/W2243397390","https://openalex.org/W2962700793","https://openalex.org/W2963739340","https://openalex.org/W3015598826","https://openalex.org/W3034664137","https://openalex.org/W3091351275","https://openalex.org/W3176585984","https://openalex.org/W4220974656","https://openalex.org/W4312933868","https://openalex.org/W4382513090","https://openalex.org/W4390872822","https://openalex.org/W4391468387","https://openalex.org/W4394683903","https://openalex.org/W4399837713","https://openalex.org/W4403422358","https://openalex.org/W6600062588","https://openalex.org/W6600194071","https://openalex.org/W6609643334"],"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/W4297672492","https://openalex.org/W4310988119","https://openalex.org/W4285226279","https://openalex.org/W4288019534"],"abstract_inverted_index":{"We":[0],"introduce":[1],"the":[2,31,57,86,118,122],"concept":[3],"of":[4,40,59,72,88,101,117,131],"deceptive":[5,32],"diffusion\u2014training":[6],"a":[7,16,29,91,98,115,128],"generative":[8,104],"AI":[9],"model":[10,34,125],"to":[11,22,27,78,112],"produce":[12],"adversarial":[13,18,65],"images.":[14,53],"Whereas":[15],"traditional":[17],"attack":[19],"algorithm":[20],"aims":[21],"perturb":[23],"an":[24,37,108],"existing":[25],"image":[26],"induce":[28],"misclassificaton,":[30],"diffusion":[33,55,105,124],"can":[35],"create":[36],"arbitrary":[38],"number":[39],"new,":[41],"misclassified":[42],"images":[43],"that":[44,74],"are":[45,75],"not":[46],"directly":[47],"associated":[48],"with":[49],"training":[50,66,89,119],"or":[51],"test":[52],"Deceptive":[54],"offers":[56],"possibility":[58],"strengthening":[60],"defence":[61],"algorithms":[62],"by":[63],"providing":[64],"data":[67,94],"at":[68],"scale,":[69],"including":[70],"types":[71],"misclassification":[73],"otherwise":[76],"difficult":[77],"find.":[79],"In":[80],"our":[81],"experiments,":[82],"we":[83],"also":[84],"investigate":[85],"effect":[87],"on":[90],"partially":[92],"attacked":[93],"set.":[95],"This":[96],"highlights":[97],"new":[99],"type":[100],"vulnerability":[102],"for":[103],"models:":[106],"if":[107],"attacker":[109],"is":[110],"able":[111],"stealthily":[113],"poison":[114],"portion":[116],"data,":[120],"then":[121],"resulting":[123],"will":[126],"generate":[127],"similar":[129],"proportion":[130],"misleading":[132],"outputs.":[133]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
