{"id":"https://openalex.org/W4407632445","doi":"https://doi.org/10.48550/arxiv.2502.09963","title":"Generating on Generated: An Approach Towards Self-Evolving Diffusion Models","display_name":"Generating on Generated: An Approach Towards Self-Evolving Diffusion Models","publication_year":2025,"publication_date":"2025-02-14","ids":{"openalex":"https://openalex.org/W4407632445","doi":"https://doi.org/10.48550/arxiv.2502.09963"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2502.09963","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.09963","pdf_url":"https://arxiv.org/pdf/2502.09963","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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2502.09963","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104264724","display_name":"Xulu Zhang","orcid":"https://orcid.org/0000-0003-2473-460X","observed_orcids":["https://orcid.org/0000-0003-2473-460X"]},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Zhang, Xulu","raw_affiliation_strings":["CAIR , HKISI , CAS , Beijing","The Hong Kong Polytechnic University , Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAIR , HKISI , CAS , Beijing","institution_ids":["https://openalex.org/I19820366"]},{"raw_affiliation_string":"The Hong Kong Polytechnic University , Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034340826","display_name":"Xiaoyong Wei","orcid":"https://orcid.org/0000-0001-9677-4227","observed_orcids":["https://orcid.org/0000-0001-9677-4227"]},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wei, Xiaoyong","raw_affiliation_strings":["The Hong Kong Polytechnic University , Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Hong Kong Polytechnic University , Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101884820","display_name":"Jinlin Wu","orcid":"https://orcid.org/0000-0001-6805-1822","observed_orcids":["https://orcid.org/0000-0001-6805-1822","https://orcid.org/0000-0003-2997-4565"]},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Wu, Jinlin","raw_affiliation_strings":["CAIR , HKISI , CAS , Beijing","The Hong Kong Polytechnic University , Hong Kong","UCAS , Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAIR , HKISI , CAS , Beijing","institution_ids":["https://openalex.org/I19820366"]},{"raw_affiliation_string":"The Hong Kong Polytechnic University , Hong Kong","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"UCAS , Beijing","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101787746","display_name":"Jiaxin Wu","orcid":"https://orcid.org/0009-0001-7590-013X","observed_orcids":["https://orcid.org/0009-0001-7590-013X"]},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Wu, Jiaxin","raw_affiliation_strings":["CAIR , HKISI , CAS , Beijing","The Hong Kong Polytechnic University , Hong Kong","UCAS , Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAIR , HKISI , CAS , Beijing","institution_ids":["https://openalex.org/I19820366"]},{"raw_affiliation_string":"The Hong Kong Polytechnic University , Hong Kong","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"UCAS , Beijing","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101589395","display_name":"Zhaoxiang Zhang","orcid":"https://orcid.org/0009-0002-5344-7159","observed_orcids":["https://orcid.org/0009-0002-5344-7159"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Zhaoxiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019068411","display_name":"Zhen Lei","orcid":"https://orcid.org/0000-0002-6608-7933","observed_orcids":["https://orcid.org/0000-0002-6608-7933"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei, Zhen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100404176","display_name":"Qing Li","orcid":"https://orcid.org/0000-0003-3370-471X","observed_orcids":["https://orcid.org/0000-0003-3370-471X","https://orcid.org/0000-0003-1192-2142","https://orcid.org/0000-0002-6071-473X"]},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Li, Qing","raw_affiliation_strings":["The Hong Kong Polytechnic University , Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Hong Kong Polytechnic University , Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":6,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9990000128746033,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.0003000000142492354,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recursive-self-improvement","display_name":"recursive self-improvement","score":0.9679999947547913},{"id":"https://openalex.org/keywords/text-to-image-diffusion-models","display_name":"text-to-image diffusion models","score":0.8489999771118164},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"synthetic data","score":0.6359999775886536},{"id":"https://openalex.org/keywords/perceptual-alignment","display_name":"perceptual alignment","score":0.9380000233650208},{"id":"https://openalex.org/keywords/prompt-construction","display_name":"prompt construction","score":0.6200000047683716},{"id":"https://openalex.org/keywords/self-evolving-ai","display_name":"self-evolving AI","score":0.7360000014305115}],"concepts":[{"id":"https://openalex.org/C192239200","wikidata":"https://www.wikidata.org/wiki/Q7448071","display_name":"Self-diffusion","level":3,"score":0.5459446310997009},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.49598631262779236},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.41872337460517883},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3840028643608093},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16487973928451538},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.08516347408294678},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.07396659255027771},{"id":"https://openalex.org/C2775906791","wikidata":"https://www.wikidata.org/wiki/Q1369310","display_name":"Self-service","level":2,"score":0.06433355808258057}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2502.09963","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.09963","pdf_url":"https://arxiv.org/pdf/2502.09963","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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2502.09963","doi":"https://doi.org/10.48550/arxiv.2502.09963","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2502.09963","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,"listed_in":[],"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"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2502.09963","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.09963","pdf_url":"https://arxiv.org/pdf/2502.09963","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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407632445.pdf","grobid_xml":"https://content.openalex.org/works/W4407632445.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1573476623","https://openalex.org/W1719901447","https://openalex.org/W2155277832","https://openalex.org/W3168867926","https://openalex.org/W4224035735","https://openalex.org/W4229005866","https://openalex.org/W4283388932","https://openalex.org/W4365205411","https://openalex.org/W4377372007","https://openalex.org/W4378464471","https://openalex.org/W4380994608","https://openalex.org/W4383469337","https://openalex.org/W4383472654","https://openalex.org/W4385963592","https://openalex.org/W4387164994","https://openalex.org/W4390573302","https://openalex.org/W4391047180","https://openalex.org/W4395065873","https://openalex.org/W4401306886","https://openalex.org/W4403964227"],"related_works":["https://openalex.org/W7127284508","https://openalex.org/W4409262316","https://openalex.org/W6967522321","https://openalex.org/W4415821320","https://openalex.org/W7133322394","https://openalex.org/W7138826926","https://openalex.org/W4404004808","https://openalex.org/W7133345414","https://openalex.org/W4405468733","https://openalex.org/W4413147532"],"abstract_inverted_index":{"Recursive":[0],"Self-Improvement":[1],"(RSI)":[2],"enables":[3],"intelligence":[4],"systems":[5],"to":[6,38,68,81,96],"autonomously":[7],"refine":[8],"their":[9],"capabilities.":[10],"This":[11],"paper":[12],"explores":[13],"the":[14,23,41,47,70,107],"application":[15],"of":[16,25,43,49,72,109],"RSI":[17],"in":[18],"text-to-image":[19],"diffusion":[20],"models,":[21],"addressing":[22],"challenge":[24],"training":[26],"collapse":[27],"caused":[28],"by":[29],"synthetic":[30],"data.":[31],"We":[32],"identify":[33,82],"two":[34],"key":[35],"factors":[36],"contributing":[37],"this":[39],"collapse:":[40],"lack":[42],"perceptual":[44,73],"alignment":[45],"and":[46,64,85,90],"accumulation":[48],"generative":[50,88],"hallucinations.":[51],"To":[52],"mitigate":[53],"these":[54,110],"issues,":[55],"we":[56],"propose":[57],"three":[58],"strategies:":[59],"(1)":[60],"a":[61,77,92],"prompt":[62],"construction":[63],"filtering":[65],"pipeline":[66],"designed":[67],"facilitate":[69],"generation":[71],"aligned":[74],"data,":[75],"(2)":[76],"preference":[78],"sampling":[79],"method":[80],"human-preferred":[83],"samples":[84,99],"filter":[86],"out":[87],"hallucinations,":[89],"(3)":[91],"distribution-based":[93],"weighting":[94],"scheme":[95],"penalize":[97],"selected":[98],"with":[100],"hallucinatory":[101],"errors.":[102],"Our":[103],"extensive":[104],"experiments":[105],"validate":[106],"effectiveness":[108],"approaches.":[111]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-02-18T00:00:00"}
