{"id":"https://openalex.org/W4412493977","doi":"https://doi.org/10.1109/tpami.2025.3590650","title":"Re-GAN: Data-Efficient GANs Training via Architectural Reconfiguration","display_name":"Re-GAN: Data-Efficient GANs Training via Architectural Reconfiguration","publication_year":2025,"publication_date":"2025-07-18","ids":{"openalex":"https://openalex.org/W4412493977","doi":"https://doi.org/10.1109/tpami.2025.3590650","pmid":"https://pubmed.ncbi.nlm.nih.gov/40679894"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2025.3590650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3590650","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054296164","display_name":"Divya Saxena","orcid":"https://orcid.org/0000-0002-6847-585X"},"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":true,"raw_author_name":"Divya Saxena","raw_affiliation_strings":["Department of Computing, The Hong Kong Polytechnic University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740023","display_name":"Jiannong Cao","orcid":"https://orcid.org/0000-0002-2725-2529"},"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":"Jiannong Cao","raw_affiliation_strings":["Department of Computing, The Hong Kong Polytechnic University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101622577","display_name":"Jiahao Xu","orcid":"https://orcid.org/0000-0001-6776-8215"},"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":"Jiahao Xu","raw_affiliation_strings":["Department of Computing, The Hong Kong Polytechnic University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006038401","display_name":"Tarun Kulshrestha","orcid":"https://orcid.org/0000-0002-4665-1744"},"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":"Tarun Kulshrestha","raw_affiliation_strings":["University Research Facility in Big Data Analytics, The Hong Kong Polytechnic University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"University Research Facility in Big Data Analytics, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5054296164"],"corresponding_institution_ids":["https://openalex.org/I14243506"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20393287,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"47","issue":"11","first_page":"9580","last_page":"9596"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13382","display_name":"Robotics and Automated Systems","score":0.9049999713897705,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13382","display_name":"Robotics and Automated Systems","score":0.9049999713897705,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8982198238372803},{"id":"https://openalex.org/keywords/control-reconfiguration","display_name":"Control reconfiguration","score":0.785769522190094},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.646882951259613},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4414898157119751},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.37200623750686646},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3510168492794037},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34750208258628845}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8982198238372803},{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.785769522190094},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.646882951259613},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4414898157119751},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.37200623750686646},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3510168492794037},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34750208258628845}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2025.3590650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3590650","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:40679894","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40679894","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W1974411081","https://openalex.org/W2130481596","https://openalex.org/W2150856297","https://openalex.org/W2952056941","https://openalex.org/W2962770929","https://openalex.org/W2962793481","https://openalex.org/W2962851801","https://openalex.org/W2963890275","https://openalex.org/W2963942586","https://openalex.org/W2964024144","https://openalex.org/W2965100203","https://openalex.org/W2969580338","https://openalex.org/W2969947100","https://openalex.org/W2989221291","https://openalex.org/W3010381534","https://openalex.org/W3035037798","https://openalex.org/W3035231706","https://openalex.org/W3035574324","https://openalex.org/W3041579012","https://openalex.org/W3092574632","https://openalex.org/W3110557569","https://openalex.org/W3157328277","https://openalex.org/W4386047741"],"related_works":["https://openalex.org/W4242251885","https://openalex.org/W2130472321","https://openalex.org/W2382672788","https://openalex.org/W2387766148","https://openalex.org/W2365996311","https://openalex.org/W2387500363","https://openalex.org/W2544276806","https://openalex.org/W1569711686","https://openalex.org/W1885164404","https://openalex.org/W2204754129"],"abstract_inverted_index":{"The":[0],"training":[1,64,183],"of":[2,32,79,89,174],"Generative":[3],"Adversarial":[4],"Networks":[5],"(GANs)":[6],"for":[7,62,106],"high-fidelity":[8],"images":[9],"has":[10,125],"predominantly":[11],"relied":[12],"on":[13,19,76],"large-scale":[14],"datasets.":[15],"Emerging":[16],"research,":[17],"particularly":[18],"GANs":[20,26,63,69,107,121,192],"'lottery":[21,45],"tickets',":[22],"suggests":[23],"that":[24,65],"dense":[25],"models":[27,108],"have":[28],"sparse":[29],"sub-networks":[30],"capable":[31],"superior":[33],"performance":[34],"with":[35,109,163],"limited":[36,110],"data.":[37],"However,":[38],"the":[39,68,94,172],"conventional":[40],"process":[41],"to":[42,115],"uncover":[43],"these":[44],"tickets'":[46],"involves":[47],"a":[48,58,100,181],"resource-intensive":[49],"train-prune-retrain":[50],"cycle.":[51],"Addressing":[52],"this,":[53],"our":[54,145],"paper":[55],"introduces":[56],"Re-GAN,":[57],"novel,":[59],"data-efficient":[60],"approach":[61],"dynamically":[66],"reconfigures":[67],"architecture":[70],"during":[71],"training.":[72],"This":[73,167],"method":[74],"focuses":[75],"iterative":[77],"pruning":[78],"non-important":[80],"connections":[81],"and":[82,92,103,120,137,160,188],"regrowing":[83],"them,":[84],"thereby":[85],"preventing":[86],"premature":[87],"loss":[88],"important":[90],"features":[91],"maintaining":[93],"model's":[95],"representational":[96],"strength.":[97],"Re-GAN":[98,124,175],"provides":[99],"more":[101],"stable":[102],"efficient":[104],"solution":[105],"data,":[111],"offering":[112],"an":[113],"alternative":[114],"existing":[116],"progressive":[117],"growing":[118],"methods":[119],"tickets.":[122],"While":[123],"already":[126],"demonstrated":[127],"its":[128,186],"potential":[129],"in":[130,139,190],"image":[131],"generation":[132],"across":[133],"diverse":[134],"datasets,":[135,156],"domains,":[136],"resolutions,":[138],"this":[140],"paper,":[141],"we":[142],"significantly":[143],"expand":[144],"study.":[146],"We":[147],"incorporate":[148],"new":[149],"applications,":[150],"notably":[151],"Image-to-Image":[152],"translation,":[153],"include":[154],"additional":[155],"provide":[157],"in-depth":[158],"analyses,":[159],"explore":[161],"compatibility":[162],"data":[164],"augmentation":[165],"techniques.":[166],"expansion":[168],"not":[169],"only":[170],"broadens":[171],"scope":[173],"but":[176],"also":[177],"establishes":[178],"it":[179],"as":[180],"generic":[182],"methodology,":[184],"demonstrating":[185],"effectiveness":[187],"adaptability":[189],"different":[191],"scenarios.":[193]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}