{"id":"https://openalex.org/W7160942411","doi":"https://doi.org/10.48550/arxiv.2605.10898","title":"How Creatives Approach GenAI Image Generation: Tensions Between Structured Guidance, Self-Experimentation, and Creative Autonomy","display_name":"How Creatives Approach GenAI Image Generation: Tensions Between Structured Guidance, Self-Experimentation, and Creative Autonomy","publication_year":2026,"publication_date":"2026-05-11","ids":{"openalex":"https://openalex.org/W7160942411","doi":"https://doi.org/10.48550/arxiv.2605.10898"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.10898","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.10898","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":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.10898","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128702319","display_name":"Haidan Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Haidan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117279033","display_name":"Isabelle Kwan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kwan, Isabelle","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135946482","display_name":"Taiga Okuma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Okuma, Taiga","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135919203","display_name":"Jeffrey Loverock","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Loverock, Jeffrey","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135997942","display_name":"Nicholas Vincent","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vincent, Nicholas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5051092148","display_name":"Parmit K. Chilana","orcid":"https://orcid.org/0009-0007-0173-1752"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chilana, Parmit K","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":false,"cited_by_count":0,"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.20090000331401825,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.20090000331401825,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10533","display_name":"Teaching and Learning Programming","score":0.18700000643730164,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.08579999953508377,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/feeling","display_name":"Feeling","score":0.5494999885559082},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5443000197410583},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.48730000853538513},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4521999955177307},{"id":"https://openalex.org/keywords/autonomy","display_name":"Autonomy","score":0.4368000030517578},{"id":"https://openalex.org/keywords/creativity","display_name":"Creativity","score":0.3382999897003174}],"concepts":[{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.5494999885559082},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5443000197410583},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.48730000853538513},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4521999955177307},{"id":"https://openalex.org/C65414064","wikidata":"https://www.wikidata.org/wiki/Q484105","display_name":"Autonomy","level":2,"score":0.4368000030517578},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.428600013256073},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.3382999897003174},{"id":"https://openalex.org/C2778750949","wikidata":"https://www.wikidata.org/wiki/Q1156763","display_name":"Visual literacy","level":2,"score":0.32120001316070557},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3183000087738037},{"id":"https://openalex.org/C547764534","wikidata":"https://www.wikidata.org/wiki/Q8236","display_name":"Literacy","level":2,"score":0.3174999952316284},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3165000081062317},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.29179999232292175},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.2802000045776367},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2678999900817871},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2671999931335449},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2624000012874603}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.10898","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.10898","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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.10898","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.10898","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":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.9031111001968384,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"As":[0],"generative":[1],"AI":[2,73,133],"tools":[3],"increasingly":[4],"influence":[5],"creative":[6,144],"practice,":[7],"they":[8,21],"raise":[9],"longstanding":[10],"HCI":[11],"questions":[12],"about":[13],"how":[14,20,43],"creatives":[15,57,100,105],"learn":[16],"complex":[17],"software":[18],"and":[19,33,36,47,139],"can":[22],"be":[23],"better":[24],"supported.":[25],"We":[26,54],"conducted":[27],"an":[28],"interview":[29],"study":[30,97],"with":[31,71,98],"artists":[32],"hobbyists":[34],"(n=8)":[35],"a":[37,85,128],"follow-up":[38],"survey":[39],"(n=159)":[40],"to":[41,64,88],"understand":[42],"this":[44],"population":[45],"approaches":[46],"seeks":[48],"guidance":[49,108,120,138],"for":[50,111,135],"GenAI":[51,66],"image":[52],"tools.":[53],"found":[55],"that":[56,119],"commonly":[58],"use":[59],"either":[60],"self-experimentation":[61],"or":[62],"tutorials":[63],"explore":[65],"tools,":[67],"yet":[68],"many":[69,114],"struggle":[70],"confusing":[72],"terminology.":[74],"To":[75],"gain":[76],"further":[77],"insight":[78],"into":[79],"creatives'":[80,90],"learning":[81],"experiences,":[82],"we":[83],"developed":[84],"research":[86],"probe":[87],"elicit":[89],"perceptions":[91],"of":[92],"structured":[93],"guidance.":[94],"Our":[95,125],"user":[96],"17":[99],"revealed":[101],"that,":[102],"even":[103],"when":[104],"described":[106],"the":[107],"as":[109],"helpful":[110],"understanding":[112],"AI,":[113],"still":[115],"preferred":[116],"self-experimentation,":[117],"feeling":[118],"could":[121],"limit":[122],"their":[123],"creativity.":[124],"findings":[126],"highlight":[127],"central":[129],"tension":[130],"in":[131],"supporting":[132],"literacy":[134,141],"creatives:":[136],"balancing":[137],"promoting":[140],"while":[142],"preserving":[143],"freedom.":[145]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-13T00:00:00"}
