{"id":"https://openalex.org/W4360985227","doi":"https://doi.org/10.1007/s40747-023-01022-6","title":"Differentiable channel pruning guided via attention mechanism: a novel neural network pruning approach","display_name":"Differentiable channel pruning guided via attention mechanism: a novel neural network pruning approach","publication_year":2023,"publication_date":"2023-03-27","ids":{"openalex":"https://openalex.org/W4360985227","doi":"https://doi.org/10.1007/s40747-023-01022-6"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-023-01022-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01022-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01022-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01022-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010455773","display_name":"Hanjing Cheng","orcid":"https://orcid.org/0000-0003-4156-0904"},"institutions":[{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanjing Cheng","raw_affiliation_strings":["College of Electronic and Information Engineering, Suzhou University of Science and Technology, Suzhou, 215000, China"],"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Suzhou University of Science and Technology, Suzhou, 215000, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100699858","display_name":"Zidong Wang","orcid":"https://orcid.org/0000-0002-9576-7401"},"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"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN","GB"],"is_corresponding":true,"raw_author_name":"Zidong Wang","raw_affiliation_strings":["College of Electrical Engineering and Automation, Shandong University of Science and Technology, Qingdao, 266590, China","Department of Computer Science, Brunel University London, Uxbridge, Middlesex, UB8 3PH, UK"],"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering and Automation, Shandong University of Science and Technology, Qingdao, 266590, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, Middlesex, UB8 3PH, UK","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067275668","display_name":"Lifeng Ma","orcid":"https://orcid.org/0000-0002-1839-6803"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifeng Ma","raw_affiliation_strings":["School of Automation, Nanjing University of Science and Technology, Nanjing, 210094, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Nanjing University of Science and Technology, Nanjing, 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070343691","display_name":"Zhihui Wei","orcid":"https://orcid.org/0000-0002-4841-6051"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihui Wei","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, 210094, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019580006","display_name":"Fawaz E. Alsaadi","orcid":"https://orcid.org/0000-0003-0041-3158"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Fawaz E. Alsaadi","raw_affiliation_strings":["Department of Information Technology, Faculty of Computing and Information Technology, King Abdulaziz University, 21589, Jeddah, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Faculty of Computing and Information Technology, King Abdulaziz University, 21589, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100375376","display_name":"Xiaohui Liu","orcid":"https://orcid.org/0000-0003-1589-1267"},"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":false,"raw_author_name":"Xiaohui Liu","raw_affiliation_strings":["Department of Computer Science, Brunel University London, Uxbridge, Middlesex, UB8 3PH, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, Middlesex, UB8 3PH, UK","institution_ids":["https://openalex.org/I59433898"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100699858"],"corresponding_institution_ids":["https://openalex.org/I59433898","https://openalex.org/I80143920"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.832,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.74054308,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"9","issue":"5","first_page":"5611","last_page":"5624"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9991000294685364,"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/T12676","display_name":"Machine Learning and ELM","score":0.9986000061035156,"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/pruning","display_name":"Pruning","score":0.8461121320724487},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7427113652229309},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6794209480285645},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.54032301902771},{"id":"https://openalex.org/keywords/softmax-function","display_name":"Softmax function","score":0.5256021022796631},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4868466258049011},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.41577839851379395},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40362104773521423},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12280029058456421}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.8461121320724487},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7427113652229309},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6794209480285645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.54032301902771},{"id":"https://openalex.org/C188441871","wikidata":"https://www.wikidata.org/wiki/Q7554146","display_name":"Softmax function","level":3,"score":0.5256021022796631},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4868466258049011},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.41577839851379395},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40362104773521423},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12280029058456421},{"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s40747-023-01022-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01022-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01022-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:bura.brunel.ac.uk:2438/26272","is_oa":true,"landing_page_url":"https://bura.brunel.ac.uk/handle/2438/26272","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/26272/5/FullText.pdf","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":"","raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:0e1a561cccc342078b6a510601df9ce1","is_oa":true,"landing_page_url":"https://doaj.org/article/0e1a561cccc342078b6a510601df9ce1","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 9, Iss 5, Pp 5611-5624 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-023-01022-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01022-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01022-6.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5789113015","display_name":null,"funder_award_id":"RG-2-611-43","funder_id":"https://openalex.org/F4320322322","funder_display_name":"King Abdulaziz University"},{"id":"https://openalex.org/G6616162754","display_name":"Intelligent data-driven pipeline for the manufacturing of certified metal parts through Direct Energy Deposition processes","funder_award_id":"820776","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G776759023","display_name":null,"funder_award_id":"Horizon 2020 Research and Innovation Programme und","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7792163140","display_name":null,"funder_award_id":"Scientific Research (DSR)","funder_id":"https://openalex.org/F4320322322","funder_display_name":"King Abdulaziz University"},{"id":"https://openalex.org/G8051717526","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8119885652","display_name":null,"funder_award_id":"Germany","funder_id":"https://openalex.org/F4320308269","funder_display_name":"Alexander von Humboldt-Stiftung"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320308269","display_name":"Alexander von Humboldt-Stiftung","ror":"https://ror.org/012kf4317"},{"id":"https://openalex.org/F4320320006","display_name":"Royal Society","ror":"https://ror.org/03wnrjx87"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320322322","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4360985227.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W569478347","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2412782625","https://openalex.org/W2539149443","https://openalex.org/W2595840341","https://openalex.org/W2604998962","https://openalex.org/W2808168148","https://openalex.org/W2892862852","https://openalex.org/W2921495890","https://openalex.org/W2928560789","https://openalex.org/W2962864421","https://openalex.org/W2963145730","https://openalex.org/W2963163009","https://openalex.org/W2963420686","https://openalex.org/W2967128752","https://openalex.org/W2967733054","https://openalex.org/W2977431735","https://openalex.org/W2984618279","https://openalex.org/W3034251466","https://openalex.org/W3035467254","https://openalex.org/W3049654296","https://openalex.org/W3094071795","https://openalex.org/W3097210278","https://openalex.org/W3100148727","https://openalex.org/W3100692477","https://openalex.org/W3100837220","https://openalex.org/W3106449828","https://openalex.org/W3107407793","https://openalex.org/W3128311260","https://openalex.org/W3161924167","https://openalex.org/W3176543706","https://openalex.org/W3210944650","https://openalex.org/W3211121045","https://openalex.org/W3213666303","https://openalex.org/W3215208047","https://openalex.org/W4200597037","https://openalex.org/W4210848839","https://openalex.org/W4220777151","https://openalex.org/W4220786508","https://openalex.org/W4220823670","https://openalex.org/W4221030681","https://openalex.org/W4221122833","https://openalex.org/W4225572800","https://openalex.org/W4280539105","https://openalex.org/W4283375071","https://openalex.org/W4293107381"],"related_works":["https://openalex.org/W3107204728","https://openalex.org/W4287591324","https://openalex.org/W4226420367","https://openalex.org/W2980176872","https://openalex.org/W2962876041","https://openalex.org/W3090555870","https://openalex.org/W3108503355","https://openalex.org/W2249953602","https://openalex.org/W2801655600","https://openalex.org/W3170224572"],"abstract_inverted_index":{"Abstract":[0],"Neural":[1,20],"network":[2,118,133],"pruning":[3,45,73,97,174],"offers":[4],"great":[5],"prospects":[6],"for":[7,35,42],"facilitating":[8],"the":[9,57,81,93,96,121,132,150,155,163],"deployment":[10],"of":[11,52,95,128,154,162],"deep":[12],"neural":[13,32,59,117],"networks":[14],"on":[15,136,141],"computational":[16],"resource":[17],"limited":[18],"devices.":[19],"architecture":[21,33,166],"search":[22],"(NAS)":[23],"provides":[24],"an":[25],"efficient":[26],"way":[27],"to":[28,87,91,130,148],"automatically":[29],"seek":[30],"appropriate":[31],"design":[34],"compressed":[36],"model.":[37],"It":[38],"is":[39,48,85,102,123,127],"observed":[40],"that,":[41],"existing":[43],"NAS-based":[44],"methods,":[46],"there":[47],"usually":[49],"a":[50,66,112],"lack":[51],"layer":[53,89],"information":[54,90],"when":[55],"searching":[56],"optimal":[58],"architecture.":[60],"In":[61],"this":[62],"paper,":[63],"we":[64],"propose":[65],"new":[67],"NAS":[68],"approach,":[69],"namely,":[70],"differentiable":[71,103],"channel":[72],"method":[74],"guided":[75],"via":[76],"attention":[77,83],"mechanism":[78,84],"(DCP-A),":[79],"where":[80],"adopted":[82],"able":[86],"provide":[88],"guide":[92],"optimization":[94],"policy.":[98],"The":[99,116],"training":[100,114],"process":[101],"with":[104,120,160],"Gumbel-softmax":[105],"sampling,":[106],"while":[107],"parameters":[108],"are":[109,146],"optimized":[110],"under":[111],"two-stage":[113],"procedure.":[115],"block":[119],"shortcut":[122],"dedicatedly":[124],"designed,":[125],"which":[126],"help":[129],"prune":[131],"not":[134],"only":[135],"its":[137,142],"width":[138],"but":[139],"also":[140],"depth.":[143],"Extensive":[144],"experiments":[145],"performed":[147],"verify":[149],"applicability":[151],"and":[152],"superiority":[153],"proposed":[156,170],"method.":[157],"Detailed":[158],"analysis":[159],"visualization":[161],"pruned":[164],"model":[165],"shows":[167],"that":[168],"our":[169],"DCP-A":[171],"learns":[172],"explainable":[173],"policies.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
