{"id":"https://openalex.org/W4321648662","doi":"https://doi.org/10.48550/arxiv.2302.10893","title":"Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness","display_name":"Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness","publication_year":2023,"publication_date":"2023-02-07","ids":{"openalex":"https://openalex.org/W4321648662","doi":"https://doi.org/10.48550/arxiv.2302.10893"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2302.10893","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2302.10893","pdf_url":"https://arxiv.org/pdf/2302.10893","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2302.10893","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014054034","display_name":"F. Friedrich","orcid":"https://orcid.org/0000-0001-5791-9892"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Friedrich, Felix","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002883390","display_name":"Manuel Brack","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Brack, Manuel","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060332657","display_name":"Lukas Struppek","orcid":"https://orcid.org/0000-0003-0626-3672"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Struppek, Lukas","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056205672","display_name":"Dominik Hintersdorf","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hintersdorf, Dominik","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017166414","display_name":"Patrick Schramowski","orcid":"https://orcid.org/0000-0003-1231-7120"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Schramowski, Patrick","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044947632","display_name":"Sasha Luccioni","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luccioni, Sasha","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5037636074","display_name":"Kristian Kersting","orcid":"https://orcid.org/0000-0002-2873-9152"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kersting, Kristian","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5014054034"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":29,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9602000117301941,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9602000117301941,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9513000249862671,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.932200014591217,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7551379203796387},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6990574598312378},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.655116081237793},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.636834979057312},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5694902539253235},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.569117546081543},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.548596978187561},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5217995643615723},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5078554749488831},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4908812642097473},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.428347110748291},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14547979831695557}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7551379203796387},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6990574598312378},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.655116081237793},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.636834979057312},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5694902539253235},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.569117546081543},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.548596978187561},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5217995643615723},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5078554749488831},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4908812642097473},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.428347110748291},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14547979831695557},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2302.10893","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2302.10893","pdf_url":"https://arxiv.org/pdf/2302.10893","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2302.10893","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2302.10893","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2302.10893","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2302.10893","pdf_url":"https://arxiv.org/pdf/2302.10893","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4321648662.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W3174044702","https://openalex.org/W2967848559","https://openalex.org/W4299831724"],"abstract_inverted_index":{"Generative":[0],"AI":[1],"models":[2,116],"have":[3],"recently":[4],"achieved":[5],"astonishing":[6],"results":[7],"in":[8,14,93],"quality":[9],"and":[10,40,123],"are":[11,23],"consequently":[12],"employed":[13],"a":[15,67,87],"fast-growing":[16],"number":[17],"of":[18,79],"applications.":[19],"However,":[20],"since":[21],"they":[22,35,49],"highly":[24],"data-driven,":[25],"relying":[26],"on":[27,90,117],"billion-sized":[28],"datasets":[29],"randomly":[30],"scraped":[31],"from":[32,38],"the":[33,77],"internet,":[34],"also":[36,60],"suffer":[37],"degenerated":[39],"biased":[41],"human":[42,91],"behavior,":[43],"as":[44],"we":[45,65,84],"demonstrate.":[46],"In":[47],"fact,":[48],"may":[50],"even":[51],"reinforce":[52],"such":[53],"biases.":[54],"To":[55],"not":[56],"only":[57],"uncover":[58],"but":[59],"combat":[61],"these":[62],"undesired":[63],"effects,":[64],"present":[66],"novel":[68],"strategy,":[69],"called":[70],"Fair":[71],"Diffusion,":[72],"to":[73],"attenuate":[74],"biases":[75],"after":[76],"deployment":[78],"generative":[80,114],"text-to-image":[81],"models.":[82],"Specifically,":[83],"demonstrate":[85],"shifting":[86],"bias,":[88],"based":[89],"instructions,":[92],"any":[94],"direction":[95],"yielding":[96],"arbitrarily":[97],"new":[98],"proportions":[99],"for,":[100],"e.g.,":[101],"identity":[102],"groups.":[103],"As":[104],"our":[105],"empirical":[106],"evaluation":[107],"demonstrates,":[108],"this":[109],"introduced":[110],"control":[111],"enables":[112],"instructing":[113],"image":[115],"fairness,":[118],"with":[119],"no":[120],"data":[121],"filtering":[122],"additional":[124],"training":[125],"required.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
