{"id":"https://openalex.org/W7140324483","doi":"https://doi.org/10.1016/j.neucom.2026.133455","title":"A survey of latent factorization of tensor-based model compression: Algorithms, toolboxes and future directions","display_name":"A survey of latent factorization of tensor-based model compression: Algorithms, toolboxes and future directions","publication_year":2026,"publication_date":"2026-03-26","ids":{"openalex":"https://openalex.org/W7140324483","doi":"https://doi.org/10.1016/j.neucom.2026.133455"},"language":"en","primary_location":{"id":"doi:10.1016/j.neucom.2026.133455","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neucom.2026.133455","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.neucom.2026.133455","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120900520","display_name":"Yaping He","orcid":null},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaping He","raw_affiliation_strings":["College of Computer and Information Science, Southwest University, Chongqing, 400715, China"],"raw_orcid":"https://orcid.org/0009-0000-4882-1631","affiliations":[{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing, 400715, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hao Wu","orcid":"https://orcid.org/0000-0002-4138-1239"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Wu","raw_affiliation_strings":["College of Computer and Information Science, Southwest University, Chongqing, 400715, China"],"raw_orcid":"https://orcid.org/0000-0002-4138-1239","affiliations":[{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing, 400715, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130589814","display_name":"Weibo Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Weibo Liu","raw_affiliation_strings":["Department of Computer Science, Brunel University of London, Uxbridge, Middlesex, UB8 3PH, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-8169-3261","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University of London, Uxbridge, Middlesex, UB8 3PH, United Kingdom","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130622172","display_name":"Xin Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Luo","raw_affiliation_strings":["College of Computer and Information Science, Southwest University, Chongqing, 400715, China"],"raw_orcid":"https://orcid.org/0000-0002-1348-5305","affiliations":[{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing, 400715, China","institution_ids":["https://openalex.org/I142108993"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5130589814"],"corresponding_institution_ids":["https://openalex.org/I59433898"],"apc_list":{"value":2470,"currency":"USD","value_usd":2470},"apc_paid":{"value":2470,"currency":"USD","value_usd":2470},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.71825397,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"682","issue":null,"first_page":"133455","last_page":"133455"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.00559999980032444,"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/T11206","display_name":"Model Reduction and Neural Networks","score":0.004900000058114529,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/factorization","display_name":"Factorization","score":0.40869998931884766},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3386000096797943},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.2854999899864197},{"id":"https://openalex.org/keywords/matrix-decomposition","display_name":"Matrix decomposition","score":0.2572000026702881}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6126000285148621},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5813000202178955},{"id":"https://openalex.org/C187834632","wikidata":"https://www.wikidata.org/wiki/Q188804","display_name":"Factorization","level":2,"score":0.40869998931884766},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36169999837875366},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3386000096797943},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2883000075817108},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.2854999899864197},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26809999346733093},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.2572000026702881},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2513999938964844},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.neucom.2026.133455","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neucom.2026.133455","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","raw_type":"journal-article"},{"id":"pmh:oai:bura.brunel.ac.uk:2438/33125","is_oa":true,"landing_page_url":"https://orcid.org/0009-0000-4882-1631","pdf_url":null,"source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1016/j.neucom.2026.133455","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neucom.2026.133455","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G285465741","display_name":null,"funder_award_id":"IES\\u2216 R3\\u2216 243021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3783337587","display_name":null,"funder_award_id":"62302402","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5650156489","display_name":null,"funder_award_id":"2024YFF0908200","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6004987974","display_name":null,"funder_award_id":"CSTB2025TIAD-STX0032","funder_id":"https://openalex.org/F4320335871","funder_display_name":"Chongqing Basic Science and Advanced Technology Research Program"},{"id":"https://openalex.org/G7508309146","display_name":null,"funder_award_id":"IES\\u2216R3\\u2216243021","funder_id":"https://openalex.org/F4320320006","funder_display_name":"Royal Society"},{"id":"https://openalex.org/G8589689059","display_name":null,"funder_award_id":"SWUB24051","funder_id":"https://openalex.org/F4320323711","funder_display_name":"Southwest University"}],"funders":[{"id":"https://openalex.org/F4320320006","display_name":"Royal Society","ror":"https://ror.org/03wnrjx87"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323711","display_name":"Southwest University","ror":"https://ror.org/01kj4z117"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335871","display_name":"Chongqing Basic Science and Advanced Technology Research Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W2104636679","https://openalex.org/W2146292423","https://openalex.org/W2535617683","https://openalex.org/W2604926250","https://openalex.org/W2888987473","https://openalex.org/W2895561155","https://openalex.org/W2901457990","https://openalex.org/W2914294010","https://openalex.org/W2957577340","https://openalex.org/W3010790568","https://openalex.org/W3034368386","https://openalex.org/W3041222599","https://openalex.org/W3045710579","https://openalex.org/W3048230991","https://openalex.org/W3080923968","https://openalex.org/W3092404985","https://openalex.org/W3097642927","https://openalex.org/W3127698310","https://openalex.org/W3159210794","https://openalex.org/W3167002558","https://openalex.org/W3198697344","https://openalex.org/W3211283409","https://openalex.org/W4220834479","https://openalex.org/W4221004352","https://openalex.org/W4224251721","https://openalex.org/W4293812291","https://openalex.org/W4313524890","https://openalex.org/W4319990441","https://openalex.org/W4381736331","https://openalex.org/W4381748126","https://openalex.org/W4385151994","https://openalex.org/W4386025791","https://openalex.org/W4387967271","https://openalex.org/W4391248933","https://openalex.org/W4391991739","https://openalex.org/W4392024490","https://openalex.org/W4392405608","https://openalex.org/W4393397422","https://openalex.org/W4397046516","https://openalex.org/W4399411524","https://openalex.org/W4399563049","https://openalex.org/W4400078918","https://openalex.org/W4400798308","https://openalex.org/W4401072975","https://openalex.org/W4402592507","https://openalex.org/W4403863306","https://openalex.org/W4404293763","https://openalex.org/W4404469661","https://openalex.org/W4406205580","https://openalex.org/W4406312080","https://openalex.org/W4406614356","https://openalex.org/W4406728012","https://openalex.org/W4406794514","https://openalex.org/W4407022876","https://openalex.org/W4407507713","https://openalex.org/W4408030029","https://openalex.org/W4408161582","https://openalex.org/W4408609444","https://openalex.org/W4409311496","https://openalex.org/W4409723566","https://openalex.org/W4410294936","https://openalex.org/W4410393654","https://openalex.org/W4410431342","https://openalex.org/W4410985776","https://openalex.org/W4411171632","https://openalex.org/W4412722280","https://openalex.org/W4413384299","https://openalex.org/W4413655459","https://openalex.org/W4414165829","https://openalex.org/W4415796858","https://openalex.org/W6940295506","https://openalex.org/W7082996704","https://openalex.org/W7119500924"],"related_works":[],"abstract_inverted_index":{"Modern":[0],"neural":[1],"networks":[2],"(NNs),":[3],"while":[4],"effective":[5,36],"at":[6],"learning":[7],"representations":[8],"from":[9],"given":[10],"samples":[11],"and":[12,66,74,143,167,185,198],"handling":[13],"downstream":[14],"pattern":[15],"recognition":[16],"tasks,":[17],"typically":[18],"contain":[19],"tens":[20],"to":[21,78,82,181,194],"hundreds":[22],"of":[23,25,42,99,130,149,163,173],"millions":[24],"parameters.":[26,106],"The":[27],"growth":[28],"in":[29,205],"NN":[30,85,165],"size":[31],"motivates":[32],"ongoing":[33],"research":[34,128,203],"on":[35,60,103,108,125,135,160],"network":[37],"compression":[38,80,116,133,159,176,192],"with":[39,88],"the":[40,44,50,64,84,104,112,126,170,189],"purpose":[41],"reducing":[43],"computational":[45],"burden":[46],"without":[47],"significantly":[48],"sacrificing":[49],"model":[51,79,115,132,158,175,191],"performance.":[52],"It":[53],"is":[54,81],"especially":[55],"critical":[56],"when":[57],"deploying":[58],"NNs":[59,105,137],"resource-constrained":[61],"devices":[62],"where":[63],"computation":[65],"storage":[67],"efficiency":[68],"are":[69],"highly":[70],"concerned.":[71],"A":[72],"promising":[73],"currently":[75],"popular":[76],"solution":[77],"replace":[83],"weight":[86],"matrix":[87],"its":[89],"low-rank":[90],"tensor":[91],"approximation,":[92],"i.e.,":[93],"implementing":[94],"an":[95],"efficient":[96],"latent":[97],"factorization":[98],"tensors":[100],"(LFT)":[101],"process":[102],"Based":[107],"thorough":[109],"investigations":[110],"into":[111],"state-of-the-art":[113],"LFT-based":[114,131,174,190],"methods,":[117],"this":[118,206],"survey":[119,179,187],"1)":[120],"provides":[121],"a":[122,147,161,183],"comprehensive":[123,186],"review":[124],"latest":[127],"progress":[129],"methods":[134,156,193],"various":[136],"(e.g.,":[138],"Convolutional":[139],"NNs,":[140,142],"Recurrent":[141],"Transformers);":[144],"2)":[145],"summarizes":[146],"number":[148],"widely-used":[150],"LFT":[151,155],"toolboxes;":[152],"3)":[153],"evaluates":[154],"for":[157],"variety":[162],"main-stream":[164],"backbones;":[166],"4)":[168],"discusses":[169],"development":[171,204],"trend":[172],"technique.":[177],"This":[178],"aims":[180],"provide":[182],"systematic":[184],"concerning":[188],"artificial":[195],"intelligence":[196],"researchers":[197],"engineers,":[199],"thereby":[200],"promoting":[201],"further":[202],"crucial":[207],"field.":[208]},"counts_by_year":[],"updated_date":"2026-04-02T13:48:15.688549","created_date":"2026-03-26T00:00:00"}