{"id":"https://openalex.org/W3136525286","doi":"https://doi.org/10.1109/tcyb.2021.3062881","title":"Addi-Reg: A Better Generalization-Optimization Tradeoff Regularization Method for Convolutional Neural Networks","display_name":"Addi-Reg: A Better Generalization-Optimization Tradeoff Regularization Method for Convolutional Neural Networks","publication_year":2021,"publication_date":"2021-03-22","ids":{"openalex":"https://openalex.org/W3136525286","doi":"https://doi.org/10.1109/tcyb.2021.3062881","mag":"3136525286","pmid":"https://pubmed.ncbi.nlm.nih.gov/33750731"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2021.3062881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2021.3062881","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","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/A5102831128","display_name":"Yao Lu","orcid":"https://orcid.org/0000-0002-3147-2081"},"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":true,"raw_author_name":"Yao Lu","raw_affiliation_strings":["Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100459168","display_name":"Zheng Zhang","orcid":"https://orcid.org/0000-0003-1470-6998"},"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":"Zheng Zhang","raw_affiliation_strings":["Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030843117","display_name":"Guangming Lu","orcid":"https://orcid.org/0000-0003-1578-2634"},"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":"Guangming Lu","raw_affiliation_strings":["Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009595085","display_name":"Yicong Zhou","orcid":"https://orcid.org/0000-0002-4487-6384"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Yicong Zhou","raw_affiliation_strings":["Department of Computer and Information Science, University of Macau, Macau, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100753458","display_name":"Jinxing Li","orcid":"https://orcid.org/0000-0001-5156-0305"},"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":"Jinxing Li","raw_affiliation_strings":["Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100325058","display_name":"David Zhang","orcid":"https://orcid.org/0000-0002-5027-5286"},"institutions":[{"id":"https://openalex.org/I4210099586","display_name":"Shenzhen Research Institute of Big Data","ror":"https://ror.org/00z1gwf89","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099586"]},{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"David Zhang","raw_affiliation_strings":["School of Data Science, Chinese University of Hong Kong, Shenzhen, China","Shenzhen Research Institute of Big Data, Chinese University of Hong Kong, Shenzhen, China","Shenzhen Institute of Artificial Intelligence and Robotics for Society, Chinese University of Hong Kong, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science, Chinese University of Hong Kong, Shenzhen, China","institution_ids":["https://openalex.org/I4210116924"]},{"raw_affiliation_string":"Shenzhen Research Institute of Big Data, Chinese University of Hong Kong, Shenzhen, China","institution_ids":["https://openalex.org/I4210116924","https://openalex.org/I4210099586"]},{"raw_affiliation_string":"Shenzhen Institute of Artificial Intelligence and Robotics for Society, Chinese University of Hong Kong, Shenzhen, China","institution_ids":["https://openalex.org/I4210116924"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102831128"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.9689,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.76880814,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"52","issue":"10","first_page":"10827","last_page":"10842"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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/T12676","display_name":"Machine Learning and ELM","score":0.9997000098228455,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9987999796867371,"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/regularization","display_name":"Regularization (linguistics)","score":0.7698225975036621},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6608483791351318},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5864090323448181},{"id":"https://openalex.org/keywords/multiplicative-function","display_name":"Multiplicative function","score":0.5235697627067566},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5096917152404785},{"id":"https://openalex.org/keywords/multiplicative-noise","display_name":"Multiplicative noise","score":0.5046266317367554},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4899708330631256},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4631117880344391},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4366982877254486},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3445890545845032},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2921949625015259}],"concepts":[{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.7698225975036621},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6608483791351318},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5864090323448181},{"id":"https://openalex.org/C42747912","wikidata":"https://www.wikidata.org/wiki/Q1048447","display_name":"Multiplicative function","level":2,"score":0.5235697627067566},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5096917152404785},{"id":"https://openalex.org/C18015164","wikidata":"https://www.wikidata.org/wiki/Q6935000","display_name":"Multiplicative noise","level":5,"score":0.5046266317367554},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4899708330631256},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4631117880344391},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4366982877254486},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3445890545845032},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2921949625015259},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.0},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C13412647","wikidata":"https://www.wikidata.org/wiki/Q174948","display_name":"Analog signal","level":3,"score":0.0},{"id":"https://openalex.org/C131021393","wikidata":"https://www.wikidata.org/wiki/Q7512759","display_name":"Signal transfer function","level":4,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2021.3062881","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2021.3062881","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:33750731","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33750731","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 cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2212652461","display_name":null,"funder_award_id":"2018AAA0100102","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3584286123","display_name":null,"funder_award_id":"MYRG2018-00136-FST","funder_id":"https://openalex.org/F4320322841","funder_display_name":"Universidade de Macau"},{"id":"https://openalex.org/G4538061035","display_name":null,"funder_award_id":"2019M662198","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4687219212","display_name":null,"funder_award_id":"2019TQ0316","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G6736450896","display_name":null,"funder_award_id":"JCYJ20180306172023949","funder_id":"https://openalex.org/F4320335803","funder_display_name":"Shenzhen Fundamental Research and Discipline Layout project"},{"id":"https://openalex.org/G682760380","display_name":null,"funder_award_id":"2019B1515120055","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G7115490737","display_name":null,"funder_award_id":"62002085","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7854039247","display_name":null,"funder_award_id":"2019A1515110475","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322841","display_name":"Universidade de Macau","ror":"https://ror.org/01r4q9n85"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335803","display_name":"Shenzhen Fundamental Research and Discipline Layout project","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W4919037","https://openalex.org/W104184427","https://openalex.org/W1582774210","https://openalex.org/W1959608418","https://openalex.org/W2095705004","https://openalex.org/W2097117768","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2113651538","https://openalex.org/W2145094598","https://openalex.org/W2145607950","https://openalex.org/W2156297475","https://openalex.org/W2156779765","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2274287116","https://openalex.org/W2302255633","https://openalex.org/W2327894203","https://openalex.org/W2331143823","https://openalex.org/W2333796428","https://openalex.org/W2401231614","https://openalex.org/W2408279554","https://openalex.org/W2523246573","https://openalex.org/W2549139847","https://openalex.org/W2604272474","https://openalex.org/W2612445135","https://openalex.org/W2618530766","https://openalex.org/W2619184049","https://openalex.org/W2741430497","https://openalex.org/W2763163816","https://openalex.org/W2776859894","https://openalex.org/W2778955544","https://openalex.org/W2787189300","https://openalex.org/W2789677693","https://openalex.org/W2883780447","https://openalex.org/W2890166761","https://openalex.org/W2903637075","https://openalex.org/W2911424083","https://openalex.org/W2920582597","https://openalex.org/W2949117887","https://openalex.org/W2962971773","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W2963177640","https://openalex.org/W2963216524","https://openalex.org/W2963363373","https://openalex.org/W2963420686","https://openalex.org/W2963433607","https://openalex.org/W2963446712","https://openalex.org/W2963703618","https://openalex.org/W2964137095","https://openalex.org/W2964350391","https://openalex.org/W2973001052","https://openalex.org/W2990318466","https://openalex.org/W2997574889","https://openalex.org/W3005356130","https://openalex.org/W3007125775","https://openalex.org/W3034368386","https://openalex.org/W3118608800","https://openalex.org/W3138154797","https://openalex.org/W4297775537","https://openalex.org/W6600213771","https://openalex.org/W6604254268","https://openalex.org/W6674330103","https://openalex.org/W6677106874","https://openalex.org/W6681096077","https://openalex.org/W6754484989","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W4318195686","https://openalex.org/W2975999359","https://openalex.org/W2100121758","https://openalex.org/W3022718941","https://openalex.org/W4287812451","https://openalex.org/W1996414039","https://openalex.org/W2506602630","https://openalex.org/W3097284316","https://openalex.org/W2332961228","https://openalex.org/W2052086239"],"abstract_inverted_index":{"In":[0,93],"convolutional":[1],"neural":[2],"networks":[3,141],"(CNNs),":[4],"generating":[5,108,130,159],"noise":[6,29,109,121,131,161,193,227],"for":[7,89,97,114,229],"the":[8,24,65,90,98,105,111,123,133,140,165,173,214,226,238,257],"intermediate":[9,112,174,198],"feature":[10,124,199],"is":[11,242],"a":[12,71,143,182,204],"hot":[13],"research":[14],"topic":[15],"in":[16,110,122,132,142,145,200,217,232],"improving":[17,42],"generalization.":[18],"The":[19],"existing":[20],"methods":[21,38,59,78,85,138],"usually":[22,39],"regularize":[23,139],"CNNs":[25,201],"by":[26,202],"producing":[27],"multiplicative":[28,33,160],"(regularization":[30],"weights),":[31],"called":[32],"regularization":[34,66,185],"(Multi-Reg).":[35],"However,":[36],"Multi-Reg":[37,58,259],"focus":[40],"on":[41,151,172,177,197],"generalization":[43,251],"but":[44],"fail":[45],"to":[46,51,129,168],"jointly":[47],"consider":[48],"optimization,":[49],"leading":[50],"unstable":[52],"learning":[53,215],"with":[54,194,253],"slow":[55],"convergence.":[56],"Moreover,":[57],"are":[60,68,79,86],"not":[61,80],"flexible":[62,244],"enough":[63],"since":[64],"weights":[67],"generated":[69],"from":[70],"definite":[72],"manual-design":[73],"distribution.":[74],"Besides,":[75],"most":[76],"popular":[77,115],"universal":[81],"enough,":[82],"because":[83],"these":[84,137,152,178,209],"only":[87],"designed":[88],"residual":[91],"networks.":[92],"this":[94,154],"article,":[95],"we,":[96],"first":[99],"time,":[100],"experimentally":[101],"and":[102,136,219,245,247],"theoretically":[103],"explore":[104],"nature":[106],"of":[107,206],"features":[113],"CNNs.":[116,233],"We":[117],"demonstrate":[118,236],"that":[119,158,237],"injecting":[120],"space":[125],"can":[126,162,189,212,223],"be":[127],"transformed":[128],"input":[134],"space,":[135],"Mini-batch":[144,146],"(MiM)":[147],"sampling":[148],"manner.":[149],"Based":[150,176],"observations,":[153],"article":[155],"further":[156],"discovers":[157],"easily":[163],"degenerate":[164],"optimization":[166],"due":[167],"its":[169],"high":[170],"dependence":[171,196],"feature.":[175],"studies,":[179],"we":[180],"propose":[181],"novel":[183],"additional":[184,192],"(Addi-Reg)":[186],"method,":[187],"which":[188],"adaptively":[190],"produce":[191],"low":[195],"employing":[203],"series":[205],"mechanisms.":[207],"Particularly,":[208],"well-designed":[210],"mechanisms":[211],"stabilize":[213],"process":[216],"training,":[218],"our":[220],"Addi-Reg":[221,240],"method":[222,241],"pertinently":[224],"learn":[225],"distributions":[228],"every":[230],"layer":[231],"Extensive":[234],"experiments":[235],"proposed":[239],"more":[243],"universal,":[246],"meanwhile":[248],"achieves":[249],"better":[250],"performance":[252],"faster":[254],"convergence":[255],"against":[256],"state-of-the-art":[258],"methods.":[260]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
