{"id":"https://openalex.org/W4406612239","doi":"https://doi.org/10.1109/smc54092.2024.10831875","title":"Impacts of Darwinian Evolution on Pre-Trained Deep Neural Networks","display_name":"Impacts of Darwinian Evolution on Pre-Trained Deep Neural Networks","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4406612239","doi":"https://doi.org/10.1109/smc54092.2024.10831875"},"language":"en","primary_location":{"id":"doi:10.1109/smc54092.2024.10831875","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10831875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5063376192","display_name":"Guodong Du","orcid":"https://orcid.org/0000-0001-7011-268X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guodong Du","raw_affiliation_strings":["School of Science, Harbin Institute of Technology (Shenzhen),China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science, Harbin Institute of Technology (Shenzhen),China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111321050","display_name":"Runhua Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134189","display_name":"Xiamen University Malaysia","ror":"https://ror.org/0331wa828","country_code":"MY","type":"education","lineage":["https://openalex.org/I191208505","https://openalex.org/I4210134189"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Runhua Jiang","raw_affiliation_strings":["School of Electrical Engineering and Artificial Intelligence, Xiamen University Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Artificial Intelligence, Xiamen University Malaysia","institution_ids":["https://openalex.org/I4210134189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066489766","display_name":"Senqiao Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Senqiao Yang","raw_affiliation_strings":["School of Science, Harbin Institute of Technology (Shenzhen),China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science, Harbin Institute of Technology (Shenzhen),China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063268227","display_name":"Haoyang Li","orcid":"https://orcid.org/0000-0002-8102-5917"},"institutions":[{"id":"https://openalex.org/I4210134189","display_name":"Xiamen University Malaysia","ror":"https://ror.org/0331wa828","country_code":"MY","type":"education","lineage":["https://openalex.org/I191208505","https://openalex.org/I4210134189"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Haoyang Li","raw_affiliation_strings":["School of Electrical Engineering and Artificial Intelligence, Xiamen University Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Artificial Intelligence, Xiamen University Malaysia","institution_ids":["https://openalex.org/I4210134189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100344430","display_name":"Wei Chen","orcid":"https://orcid.org/0000-0002-4040-6721"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Chen","raw_affiliation_strings":["School of Science, Harbin Institute of Technology (Shenzhen),China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science, Harbin Institute of Technology (Shenzhen),China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113375251","display_name":"Kuoliang Li","orcid":"https://orcid.org/0009-0000-5636-2340"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keren Li","raw_affiliation_strings":["Center for Quantum Computing, Peng Cheng Laboratory,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Quantum Computing, Peng Cheng Laboratory,China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004991649","display_name":"Sim Kuan Goh","orcid":"https://orcid.org/0000-0003-4635-742X"},"institutions":[{"id":"https://openalex.org/I4210134189","display_name":"Xiamen University Malaysia","ror":"https://ror.org/0331wa828","country_code":"MY","type":"education","lineage":["https://openalex.org/I191208505","https://openalex.org/I4210134189"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Sim Kuan Goh","raw_affiliation_strings":["School of Electrical Engineering and Artificial Intelligence, Xiamen University Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Artificial Intelligence, Xiamen University Malaysia","institution_ids":["https://openalex.org/I4210134189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038686170","display_name":"Ho-Kin Tang","orcid":"https://orcid.org/0000-0002-8378-815X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ho-Kin Tang","raw_affiliation_strings":["School of Science, Harbin Institute of Technology (Shenzhen),China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science, Harbin Institute of Technology (Shenzhen),China","institution_ids":["https://openalex.org/I204983213"]}]}],"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":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1907","last_page":"1912"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.5566999912261963,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.5566999912261963,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/darwinism","display_name":"Darwinism","score":0.7223896980285645},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6200234889984131},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5984535813331604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.577529788017273},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.5400429964065552},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3439061641693115},{"id":"https://openalex.org/keywords/evolutionary-biology","display_name":"Evolutionary biology","score":0.23133766651153564},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14907073974609375}],"concepts":[{"id":"https://openalex.org/C196919123","wikidata":"https://www.wikidata.org/wiki/Q183493","display_name":"Darwinism","level":2,"score":0.7223896980285645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6200234889984131},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5984535813331604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.577529788017273},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.5400429964065552},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3439061641693115},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.23133766651153564},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14907073974609375}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc54092.2024.10831875","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10831875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G836549264","display_name":null,"funder_award_id":"12204130","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2001363398","https://openalex.org/W2009431557","https://openalex.org/W2054249920","https://openalex.org/W2108598243","https://openalex.org/W2111935653","https://openalex.org/W2112796928","https://openalex.org/W2194775991","https://openalex.org/W2887847363","https://openalex.org/W2919115771","https://openalex.org/W2963946985","https://openalex.org/W3013514766","https://openalex.org/W3088798822","https://openalex.org/W3133727220","https://openalex.org/W3164851952","https://openalex.org/W3199264664","https://openalex.org/W4313058465","https://openalex.org/W4390482424","https://openalex.org/W4402353310","https://openalex.org/W4402683802","https://openalex.org/W4406612209","https://openalex.org/W6631190155","https://openalex.org/W6692846177","https://openalex.org/W6734593296","https://openalex.org/W6735641298","https://openalex.org/W6747381837","https://openalex.org/W6774314701","https://openalex.org/W6782465632"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Darwinian":[0,127],"evolution":[1,128],"of":[2,11,16,46,163],"the":[3,14,24,44,69,100,105,111,124,134,148,155,172,176],"biological":[4,74],"brain":[5],"is":[6],"documented":[7],"through":[8],"multiple":[9],"lines":[10],"evidence,":[12],"although":[13],"modes":[15],"evolutionary":[17,70,87],"changes":[18],"remain":[19],"unclear.":[20],"Drawing":[21],"inspiration":[22],"from":[23,63,99],"evolved":[25,113],"neural":[26,49,75,81,92,130,183],"systems":[27],"(e.g.,":[28],"visual":[29,39,95],"cortex),":[30],"deep":[31,48,91,182],"learning":[32],"models":[33],"have":[34],"demonstrated":[35],"superior":[36],"performance":[37],"in":[38],"tasks,":[40],"among":[41],"others.":[42],"While":[43],"success":[45],"training":[47],"networks":[50,93,184],"has":[51,151],"been":[52],"relying":[53],"on":[54,86,154,181],"back-propagation":[55],"(BP)":[56],"and":[57,129,140,160,185],"its":[58],"variants":[59],"to":[60,122,169],"learn":[61],"representations":[62],"data,":[64],"BP":[65],"does":[66],"not":[67],"incorporate":[68],"processes":[71],"that":[72,147,175],"govern":[73],"systems.":[76],"This":[77],"work":[78],"proposes":[79],"a":[80],"network":[82,131],"optimization":[83],"framework":[84,150,178],"based":[85],"theory.":[88],"Specifically,":[89],"BP-trained":[90],"for":[94],"recognition":[96],"tasks":[97],"obtained":[98],"ending":[101],"epochs":[102],"are":[103,119],"considered":[104],"primordial":[106],"ancestors":[107],"(initial":[108],"population).":[109],"Subsequently,":[110],"population":[112],"with":[114,157],"differential":[115],"evolution.":[116],"Extensive":[117],"experiments":[118,173],"carried":[120],"out":[121],"examine":[123],"relationships":[125],"between":[126,136],"optimization,":[132],"including":[133],"correspondence":[135],"datasets,":[137],"environment,":[138],"models,":[139],"living":[141],"species.":[142],"The":[143],"empirical":[144],"results":[145],"show":[146,174],"proposed":[149,177],"positive":[152],"impacts":[153],"network,":[156],"reduced":[158],"over-fitting":[159],"an":[161],"order":[162],"magnitude":[164],"lower":[165],"time":[166],"complexity":[167],"compared":[168],"BP.":[170],"Moreover,":[171],"performs":[179],"well":[180],"big":[186],"datasets.":[187]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}