{"id":"https://openalex.org/W4366598071","doi":"https://doi.org/10.1145/3544549.3585644","title":"Fashioning the Future: Unlocking the Creative Potential of Deep Generative Models for Design Space Exploration","display_name":"Fashioning the Future: Unlocking the Creative Potential of Deep Generative Models for Design Space Exploration","publication_year":2023,"publication_date":"2023-04-19","ids":{"openalex":"https://openalex.org/W4366598071","doi":"https://doi.org/10.1145/3544549.3585644"},"language":"en","primary_location":{"id":"doi:10.1145/3544549.3585644","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3544549.3585644","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://infoscience.epfl.ch/bitstreams/2efa6396-460e-489d-b5b0-ac5632fa819a/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001979226","display_name":"Richard L. Davis","orcid":"https://orcid.org/0000-0002-6175-9200"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Richard Lee Davis","raw_affiliation_strings":["EPFL, Switzerland"],"affiliations":[{"raw_affiliation_string":"EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016878810","display_name":"Thiemo Wambsgan\u00df","orcid":"https://orcid.org/0000-0002-7440-9357"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Thiemo Wambsganss","raw_affiliation_strings":["EPFL, Switzerland"],"affiliations":[{"raw_affiliation_string":"EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062037317","display_name":"Wei Jiang","orcid":"https://orcid.org/0009-0006-2224-6986"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Wei Jiang","raw_affiliation_strings":["EPFL, Switzerland"],"affiliations":[{"raw_affiliation_string":"EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070006307","display_name":"Kevin Gonyop Kim","orcid":"https://orcid.org/0000-0002-9839-2879"},"institutions":[{"id":"https://openalex.org/I2799323385","display_name":"Board of the Swiss Federal Institutes of Technology","ror":"https://ror.org/01rvn4p91","country_code":"CH","type":"government","lineage":["https://openalex.org/I2799323385"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Kevin Gonyop Kim","raw_affiliation_strings":["ETH, Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH, Switzerland","institution_ids":["https://openalex.org/I2799323385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007940211","display_name":"Tanja K\u00e4ser","orcid":"https://orcid.org/0000-0003-0672-0415"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Tanja K\u00e4ser","raw_affiliation_strings":["EPFL, Switzerland"],"affiliations":[{"raw_affiliation_string":"EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083821830","display_name":"Pierre Dillenbourg","orcid":"https://orcid.org/0000-0001-9455-5119"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Pierre Dillenbourg","raw_affiliation_strings":["EPFL, Switzerland"],"affiliations":[{"raw_affiliation_string":"EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5001979226"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":76.0793,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.99873085,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12514","display_name":"Fashion and Cultural Textiles","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1209","display_name":"Museology"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12514","display_name":"Fashion and Cultural Textiles","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1209","display_name":"Museology"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12650","display_name":"Aesthetic Perception and Analysis","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11410","display_name":"Cultural Industries and Urban Development","score":0.9783999919891357,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"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":0.8824737071990967},{"id":"https://openalex.org/keywords/creativity","display_name":"Creativity","score":0.7813451290130615},{"id":"https://openalex.org/keywords/generative-design","display_name":"Generative Design","score":0.7464423179626465},{"id":"https://openalex.org/keywords/ideation","display_name":"Ideation","score":0.7403922080993652},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6434414982795715},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.5940049290657043},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5172513127326965},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.42349690198898315},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38820120692253113},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.33287352323532104},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.32674163579940796},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18079254031181335},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13799238204956055}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.8824737071990967},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.7813451290130615},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.7464423179626465},{"id":"https://openalex.org/C170477896","wikidata":"https://www.wikidata.org/wiki/Q17039022","display_name":"Ideation","level":2,"score":0.7403922080993652},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6434414982795715},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5940049290657043},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5172513127326965},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.42349690198898315},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38820120692253113},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.33287352323532104},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.32674163579940796},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18079254031181335},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13799238204956055},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3544549.3585644","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3544549.3585644","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:infoscience.epfl.ch:302116","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/197172","pdf_url":"https://infoscience.epfl.ch/bitstreams/2efa6396-460e-489d-b5b0-ac5632fa819a/download","source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-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":"conference proceedings"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:302116","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/197172","pdf_url":"https://infoscience.epfl.ch/bitstreams/2efa6396-460e-489d-b5b0-ac5632fa819a/download","source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-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":"conference proceedings"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4366598071.pdf"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W2038650590","https://openalex.org/W2067871637","https://openalex.org/W2133674686","https://openalex.org/W2808078406","https://openalex.org/W2889856658","https://openalex.org/W2911664431","https://openalex.org/W3014852036","https://openalex.org/W3034720584","https://openalex.org/W4213051584","https://openalex.org/W4225131927","https://openalex.org/W4283008961","https://openalex.org/W4287817254","https://openalex.org/W4312933868","https://openalex.org/W4376044081","https://openalex.org/W4391156274","https://openalex.org/W6818723395"],"related_works":["https://openalex.org/W4301024388","https://openalex.org/W775311126","https://openalex.org/W4300030714","https://openalex.org/W4391334978","https://openalex.org/W1517876498","https://openalex.org/W4396832629","https://openalex.org/W4317695495","https://openalex.org/W4380551139","https://openalex.org/W4388137171","https://openalex.org/W1967909251"],"abstract_inverted_index":{"This":[0],"paper":[1],"investigates":[2],"the":[3,11,86,94,104,128],"potential":[4,130],"impact":[5],"of":[6,13,51,108,120,131,139],"deep":[7],"generative":[8,25,132],"models":[9],"on":[10,18],"work":[12],"creative":[14,129],"professionals,":[15],"specifically":[16],"focusing":[17],"fashion":[19,61],"design.":[20],"We":[21,101],"argue":[22],"that":[23,31,103,114],"current":[24],"modeling":[26],"tools":[27],"lack":[28],"critical":[29],"features":[30,95],"would":[32],"make":[33],"them":[34],"useful":[35],"creativity":[36],"support":[37,99],"tools,":[38],"and":[39,71,74,106,111,134],"introduce":[40],"our":[41],"own":[42],"tool,":[43],"generative.fashion1,":[44],"which":[45],"was":[46],"designed":[47,97],"with":[48,60,77,118],"theoretical":[49],"principles":[50,119],"design":[52,62,121],"space":[53,122],"exploration":[54,105,123],"in":[55],"mind.":[56],"Through":[57],"qualitative":[58],"studies":[59],"apprentices,":[63],"we":[64],"demonstrate":[65],"how":[66],"generative.fashion":[67,89],"supported":[68],"both":[69],"divergent":[70],"convergent":[72],"thinking,":[73],"compare":[75],"it":[76],"a":[78,136],"state-of-the-art":[79],"diffusion":[80],"model,":[81],"Stable":[82,91],"Diffusion.":[83],"In":[84],"general,":[85],"apprentices":[87],"preferred":[88],"over":[90],"Diffusion,":[92],"citing":[93],"explicitly":[96],"to":[98],"ideation.":[100],"conclude":[102],"development":[107],"novel":[109],"interfaces":[110],"interaction":[112],"modalities":[113],"are":[115],"theoretically":[116],"aligned":[117],"is":[124],"crucial":[125],"for":[126],"unlocking":[127],"AI":[133],"advancing":[135],"new":[137],"era":[138],"creativity.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-11T14:59:36.786465","created_date":"2025-10-10T00:00:00"}