{"id":"https://openalex.org/W4409917205","doi":"https://doi.org/10.1109/tevc.2025.3565326","title":"Evolutionary Transfer Neural Architecture Search Across Spaces via Representation Learning","display_name":"Evolutionary Transfer Neural Architecture Search Across Spaces via Representation Learning","publication_year":2025,"publication_date":"2025-04-29","ids":{"openalex":"https://openalex.org/W4409917205","doi":"https://doi.org/10.1109/tevc.2025.3565326"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2025.3565326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2025.3565326","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Evolutionary Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5018701235","display_name":"Boyu Hou","orcid":"https://orcid.org/0000-0002-8637-4892"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boyu Hou","raw_affiliation_strings":["College of Computer Science and the Chongqing Key Laboratory of Big Data Intelligence and Privacy Computing, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0000-0002-8637-4892","affiliations":[{"raw_affiliation_string":"College of Computer Science and the Chongqing Key Laboratory of Big Data Intelligence and Privacy Computing, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051395807","display_name":"Liang Feng","orcid":"https://orcid.org/0000-0002-8356-7242"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Feng","raw_affiliation_strings":["College of Computer Science and the Chongqing Key Laboratory of Big Data Intelligence and Privacy Computing, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0000-0002-8356-7242","affiliations":[{"raw_affiliation_string":"College of Computer Science and the Chongqing Key Laboratory of Big Data Intelligence and Privacy Computing, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047702106","display_name":"Xuefeng Chen","orcid":"https://orcid.org/0000-0001-5195-0936"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Chen","raw_affiliation_strings":["College of Computer Science and the Chongqing Key Laboratory of Big Data Intelligence and Privacy Computing, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0000-0001-5195-0936","affiliations":[{"raw_affiliation_string":"College of Computer Science and the Chongqing Key Laboratory of Big Data Intelligence and Privacy Computing, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077270486","display_name":"Jing Tang","orcid":"https://orcid.org/0000-0002-0785-707X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jing Tang","raw_affiliation_strings":["Data Science and Analytics Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0785-707X","affiliations":[{"raw_affiliation_string":"Data Science and Analytics Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025285243","display_name":"Kay Chen Tan","orcid":"https://orcid.org/0000-0002-6802-2463"},"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":"Kay Chen Tan","raw_affiliation_strings":["Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong, SAR, China","Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-6802-2463","affiliations":[{"raw_affiliation_string":"Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022342592","display_name":"Xiaofeng Liao","orcid":"https://orcid.org/0000-0002-3566-8161"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofeng Liao","raw_affiliation_strings":["College of Computer Science and the Chongqing Key Laboratory of Big Data Intelligence and Privacy Computing, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0000-0002-3566-8161","affiliations":[{"raw_affiliation_string":"College of Computer Science and the Chongqing Key Laboratory of Big Data Intelligence and Privacy Computing, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03018373,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":"3","first_page":"979","last_page":"993"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9733999967575073,"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"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9733999967575073,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9485999941825867,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9476000070571899,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5997191071510315},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5985757112503052},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5191706418991089},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4925266206264496},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48859697580337524},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.474568635225296},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4483639895915985},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4285045266151428},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37524357438087463},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3251921236515045},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09432530403137207}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5997191071510315},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5985757112503052},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5191706418991089},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4925266206264496},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48859697580337524},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.474568635225296},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4483639895915985},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4285045266151428},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37524357438087463},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3251921236515045},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09432530403137207},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tevc.2025.3565326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2025.3565326","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Evolutionary Computation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2390730835","display_name":null,"funder_award_id":"2023A1515110131","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G2427647700","display_name":null,"funder_award_id":"62402410","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2453363155","display_name":null,"funder_award_id":"CSTB2022NSCQ-MSX1285","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G7036311255","display_name":null,"funder_award_id":"2024A04J4454","funder_id":"https://openalex.org/F4320330743","funder_display_name":"Guangzhou Municipal Science and Technology Bureau"},{"id":"https://openalex.org/G8875182914","display_name":null,"funder_award_id":"62402069","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320330743","display_name":"Guangzhou Municipal Science and Technology Bureau","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2953308748","https://openalex.org/W2954826798","https://openalex.org/W2963037989","https://openalex.org/W2963446712","https://openalex.org/W2963821229","https://openalex.org/W2964045208","https://openalex.org/W2964081807","https://openalex.org/W2965658867","https://openalex.org/W2967733054","https://openalex.org/W2981406437","https://openalex.org/W2997806280","https://openalex.org/W3022629704","https://openalex.org/W3024880312","https://openalex.org/W3082154327","https://openalex.org/W3094801149","https://openalex.org/W3120732119","https://openalex.org/W3160536906","https://openalex.org/W3173166478","https://openalex.org/W3176772026","https://openalex.org/W3192682950","https://openalex.org/W3198513224","https://openalex.org/W3203632720","https://openalex.org/W4205092004","https://openalex.org/W4206683503","https://openalex.org/W4220899582","https://openalex.org/W4231702991","https://openalex.org/W4304091707","https://openalex.org/W4308521326","https://openalex.org/W4312351737","https://openalex.org/W4312664201","https://openalex.org/W4365397863","https://openalex.org/W4377971424","https://openalex.org/W4385245566","https://openalex.org/W4386065536","https://openalex.org/W4386066391","https://openalex.org/W4389352426","https://openalex.org/W4390421890","https://openalex.org/W7133191283"],"related_works":["https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W2391924736","https://openalex.org/W3133779647","https://openalex.org/W1560122427","https://openalex.org/W3041827036","https://openalex.org/W1993493607","https://openalex.org/W2021957875","https://openalex.org/W2802808995","https://openalex.org/W2787833928"],"abstract_inverted_index":{"Neural":[0],"Architecture":[1],"Search":[2],"(NAS)":[3],"has":[4,36],"emerged":[5],"as":[6,149,199],"a":[7,89,103,107,116,120,129,150],"crucial":[8],"method":[9,219,242],"for":[10,65],"automating":[11],"the":[12,63,133,163,191,200,204,215,232,240,245],"design":[13],"of":[14,99,193,217,249],"deep":[15],"learning":[16,81],"models.":[17],"Despite":[18],"its":[19],"potential,":[20],"NAS":[21,34,41,165,250],"frequently":[22],"requires":[23],"substantial":[24],"computational":[25],"and":[26,96,128,188,231,247],"hardware":[27],"resources.":[28],"To":[29,167,190],"mitigate":[30],"these":[31,138],"challenges,":[32],"transferable":[33],"(TNAS)":[35],"been":[37],"introduced,":[38],"leveraging":[39],"prior":[40],"results":[42,237],"to":[43,123,161],"enhance":[44,162],"performance":[45,248],"on":[46,54],"new":[47],"tasks.":[48],"However,":[49],"existing":[50],"methods":[51],"largely":[52],"focus":[53],"knowledge":[55,181],"transfer":[56,156,176],"within":[57],"identical":[58],"neural":[59,83,100,126],"search":[60,78,159,234],"spaces,":[61,227],"overlooking":[62],"potential":[64],"cross-domain":[66],"transferability.":[67],"Motivated":[68],"by":[69,80,115],"this":[70,169,196],"gap,":[71],"we":[72,87,141,171,213],"explore":[73],"evolutionary":[74,164,174,207],"TNAS":[75,208],"across":[76,209,251],"heterogeneous":[77],"spaces":[79,160],"common":[82],"representations.":[84],"In":[85],"particular,":[86],"introduce":[88],"novel":[90],"approach":[91,178],"that":[92,131,147,179,239],"encodes":[93],"both":[94,186],"operational":[95],"topological":[97],"information":[98],"architectures":[101],"into":[102],"unified":[104],"sequence":[105,111],"using":[106,224],"simple":[108],"tokenizer.":[109],"This":[110],"is":[112],"then":[113],"processed":[114],"variational":[117],"auto-encoder,":[118],"with":[119],"Transformer-based":[121],"encoder":[122],"capture":[124],"rich":[125],"representations":[127],"decoder":[130],"reconstructs":[132],"original":[134],"sequence.":[135],"By":[136],"utilizing":[137],"latent":[139],"representations,":[140],"further":[142],"establish":[143],"an":[144,173],"inter-domain":[145],"mapping":[146],"acts":[148],"bridge,":[151],"enabling":[152],"effective":[153],"explicit":[154],"solution":[155],"among":[157],"diverse":[158,210],"process.":[166],"harness":[168],"capability,":[170],"develop":[172],"sequential":[175],"optimization":[177],"transfers":[180],"during":[182],"population":[183],"initialization,":[184],"providing":[185],"flexibility":[187],"adaptability.":[189],"best":[192],"our":[194,218],"knowledge,":[195],"work":[197],"serves":[198],"first":[201],"attempt":[202],"in":[203],"literature":[205],"exploring":[206],"spaces.":[211],"Moreover,":[212],"demonstrate":[214],"utility":[216],"through":[220],"comprehensive":[221],"empirical":[222],"studies":[223],"different":[225],"architecture":[226],"including":[228],"NAS-Bench-101,":[229],"NAS-Bench-201,":[230],"DARTS":[233],"space.":[235],"Our":[236],"show":[238],"proposed":[241],"significantly":[243],"enhances":[244],"adaptability":[246],"varied":[252],"domains.":[253]},"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}