{"id":"https://openalex.org/W4220700454","doi":"https://doi.org/10.1142/s1793962323410088","title":"GenMuNN: A mutation-based approach to repair deep neural network models","display_name":"GenMuNN: A mutation-based approach to repair deep neural network models","publication_year":2022,"publication_date":"2022-03-12","ids":{"openalex":"https://openalex.org/W4220700454","doi":"https://doi.org/10.1142/s1793962323410088"},"language":"en","primary_location":{"id":"doi:10.1142/s1793962323410088","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1793962323410088","pdf_url":null,"source":{"id":"https://openalex.org/S107361000","display_name":"Advances in Complex Systems","issn_l":"0219-5259","issn":["0219-5259","1793-6802","1793-9615","1793-9623"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Modeling, Simulation, and Scientific Computing","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/A5038471865","display_name":"Huanhuan Wu","orcid":"https://orcid.org/0000-0002-9423-5614"},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanhuan Wu","raw_affiliation_strings":["Computer School, Beijing Information Science, and Technology University, Beijing, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer School, Beijing Information Science, and Technology University, Beijing, P. R. China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100414996","display_name":"Zheng Li","orcid":"https://orcid.org/0000-0002-3938-7033"},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Li","raw_affiliation_strings":["Computer School, Beijing Information Science, and Technology University, Beijing, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer School, Beijing Information Science, and Technology University, Beijing, P. R. China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071655887","display_name":"Zhanqi Cui","orcid":"https://orcid.org/0000-0002-5537-9236"},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhanqi Cui","raw_affiliation_strings":["Computer School, Beijing Information Science, and Technology University, Beijing, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-5537-9236","affiliations":[{"raw_affiliation_string":"Computer School, Beijing Information Science, and Technology University, Beijing, P. R. China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025246429","display_name":"Jianbin Liu","orcid":"https://orcid.org/0000-0002-9697-4613"},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbin Liu","raw_affiliation_strings":["Computer School, Beijing Information Science, and Technology University, Beijing, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer School, Beijing Information Science, and Technology University, Beijing, P. R. China","institution_ids":["https://openalex.org/I78675632"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5071655887"],"corresponding_institution_ids":["https://openalex.org/I78675632"],"apc_list":null,"apc_paid":null,"fwci":2.4496,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.88577435,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"13","issue":"02","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10260","display_name":"Software Engineering Research","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9941999912261963,"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/overfitting","display_name":"Overfitting","score":0.8998565077781677},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.8115129470825195},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7062084674835205},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.680391252040863},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.6587157845497131},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.604059100151062},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.5141706466674805},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.470575749874115},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45704561471939087},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4489172101020813},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.447482705116272},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4408413767814636},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.41528668999671936},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37912312150001526},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.24142056703567505},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10560962557792664}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.8998565077781677},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.8115129470825195},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7062084674835205},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.680391252040863},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.6587157845497131},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.604059100151062},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.5141706466674805},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.470575749874115},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45704561471939087},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4489172101020813},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.447482705116272},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4408413767814636},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.41528668999671936},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37912312150001526},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.24142056703567505},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10560962557792664},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s1793962323410088","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1793962323410088","pdf_url":null,"source":{"id":"https://openalex.org/S107361000","display_name":"Advances in Complex Systems","issn_l":"0219-5259","issn":["0219-5259","1793-6802","1793-9615","1793-9623"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Modeling, Simulation, and Scientific Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2082804269","https://openalex.org/W2135841285","https://openalex.org/W2141125852","https://openalex.org/W2145373440","https://openalex.org/W2257979135","https://openalex.org/W2469909203","https://openalex.org/W2963913218","https://openalex.org/W2999691867","https://openalex.org/W3011721937","https://openalex.org/W3047008933","https://openalex.org/W4205153068","https://openalex.org/W4255632703","https://openalex.org/W4288614128"],"related_works":["https://openalex.org/W4309224979","https://openalex.org/W3099765033","https://openalex.org/W2791824431","https://openalex.org/W4317374280","https://openalex.org/W4362499066","https://openalex.org/W2766433866","https://openalex.org/W3208327626","https://openalex.org/W2597787948","https://openalex.org/W2951786554","https://openalex.org/W3186840088"],"abstract_inverted_index":{"Deep":[0,84],"neural":[1],"network":[2],"(DNN)":[3],"models":[4,29,171],"have":[5],"been":[6],"widely":[7],"used":[8,147],"in":[9,33,99],"e-commerce,":[10],"games,":[11],"automobiles,":[12],"manufacturing,":[13],"and":[14,52,114,143],"so":[15],"on.":[16],"Improper":[17],"structure,":[18],"parameters,":[19],"activation":[20],"function,":[21],"or":[22,35,61],"incorrect":[23],"loss":[24],"function":[25],"of":[26,57,93,96,102,109,126,141,155,169,189],"the":[27,55,62,91,94,97,103,107,110,116,120,123,127,139,152,158,176,187,190],"DNN":[28,48,104,128,170,191],"may":[30,64],"cause":[31],"defects":[32],"performance":[34],"security.":[36],"As":[37],"a":[38,79,167],"result,":[39],"there":[40],"are":[41,146,164,173],"some":[42],"researches":[43],"that":[44,183],"focus":[45],"on":[46,122,138,166],"repairing":[47,58],"such":[49],"as":[50],"MODE":[51],"Apricot.":[53],"However,":[54],"cost":[56],"is":[59,78,132,161],"high":[60],"repair":[63],"lead":[65],"to":[66,70,82,106,119,134,148],"overfitting.":[67],"In":[68],"order":[69],"solve":[71],"this":[72],"problem,":[73],"we":[74],"propose":[75],"GenMuNN,":[76],"which":[77,172],"Mutation-Based":[80],"Approach":[81],"Repair":[83],"Neural":[85],"Network":[86],"Models.":[87],"First,":[88],"it":[89],"analyzes":[90],"importance":[92],"weights":[95,117],"neurons":[98],"each":[100],"layer":[101],"model":[105],"correctness":[108],"final":[111],"prediction":[112,124],"results,":[113],"ranks":[115],"according":[118],"influence":[121],"results":[125,181],"model.":[129],"Second,":[130],"mutation":[131,156],"performed":[133],"generate":[135],"mutants":[136,150],"based":[137],"rank":[140],"weights,":[142],"genetic":[144],"algorithms":[145],"select":[149],"for":[151],"next":[153],"round":[154],"until":[157],"stop":[159],"condition":[160],"touched.":[162],"Experiments":[163],"carried":[165],"set":[168],"trained":[174],"with":[175],"MNIST":[177],"dataset.":[178],"The":[179],"experimental":[180],"show":[182],"GenMuNN":[184],"can":[185],"improve":[186],"accuracy":[188],"models.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
