{"id":"https://openalex.org/W4322773516","doi":"https://doi.org/10.3389/fnbot.2023.1132679","title":"Model pruning based on filter similarity for edge device deployment","display_name":"Model pruning based on filter similarity for edge device deployment","publication_year":2023,"publication_date":"2023-03-02","ids":{"openalex":"https://openalex.org/W4322773516","doi":"https://doi.org/10.3389/fnbot.2023.1132679","pmid":"https://pubmed.ncbi.nlm.nih.gov/36937554"},"language":"en","primary_location":{"id":"doi:10.3389/fnbot.2023.1132679","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fnbot.2023.1132679","pdf_url":"https://www.frontiersin.org/articles/10.3389/fnbot.2023.1132679/pdf","source":{"id":"https://openalex.org/S115606517","display_name":"Frontiers in Neurorobotics","issn_l":"1662-5218","issn":["1662-5218"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neurorobotics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fnbot.2023.1132679/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101879040","display_name":"Tingting Wu","orcid":"https://orcid.org/0000-0001-6255-0292"},"institutions":[{"id":"https://openalex.org/I142078773","display_name":"Shenyang Institute of Automation","ror":"https://ror.org/00ft6nj33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Wu","raw_affiliation_strings":["Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China","Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang, China","State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043075442","display_name":"Chunhe Song","orcid":"https://orcid.org/0000-0001-8392-1777"},"institutions":[{"id":"https://openalex.org/I142078773","display_name":"Shenyang Institute of Automation","ror":"https://ror.org/00ft6nj33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunhe Song","raw_affiliation_strings":["Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China","Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang, China","State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005866333","display_name":"Peng Zeng","orcid":"https://orcid.org/0000-0002-3904-9245"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I142078773","display_name":"Shenyang Institute of Automation","ror":"https://ror.org/00ft6nj33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142078773","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peng Zeng","raw_affiliation_strings":["Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China","Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang, China","State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5005866333","https://openalex.org/A5043075442"],"corresponding_institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":0.487,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.63103953,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"17","issue":null,"first_page":"1132679","last_page":"1132679"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":1.0,"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":1.0,"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":0.9987999796867371,"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"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9961000084877014,"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/computer-science","display_name":"Computer science","score":0.7304192781448364},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.6661405563354492},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5098385214805603},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4975769817829132},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.47866424918174744},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.45364734530448914},{"id":"https://openalex.org/keywords/flops","display_name":"FLOPS","score":0.41510191559791565},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4143970310688019},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4110240638256073},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3347168564796448},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25270646810531616},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.14392545819282532},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.13007453083992004},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.08762744069099426}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7304192781448364},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.6661405563354492},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5098385214805603},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4975769817829132},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.47866424918174744},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.45364734530448914},{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.41510191559791565},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4143970310688019},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4110240638256073},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3347168564796448},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25270646810531616},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.14392545819282532},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.13007453083992004},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.08762744069099426},{"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},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fnbot.2023.1132679","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fnbot.2023.1132679","pdf_url":"https://www.frontiersin.org/articles/10.3389/fnbot.2023.1132679/pdf","source":{"id":"https://openalex.org/S115606517","display_name":"Frontiers in Neurorobotics","issn_l":"1662-5218","issn":["1662-5218"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neurorobotics","raw_type":"journal-article"},{"id":"pmid:36937554","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36937554","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":"Frontiers in neurorobotics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10017522","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10017522","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10017522/pdf/fnbot-17-1132679.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Neurorobot","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:4d56bef422124d9ea0f13c76238e66de","is_oa":true,"landing_page_url":"https://doaj.org/article/4d56bef422124d9ea0f13c76238e66de","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":"Frontiers in Neurorobotics, Vol 17 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fnbot.2023.1132679","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fnbot.2023.1132679","pdf_url":"https://www.frontiersin.org/articles/10.3389/fnbot.2023.1132679/pdf","source":{"id":"https://openalex.org/S115606517","display_name":"Frontiers in Neurorobotics","issn_l":"1662-5218","issn":["1662-5218"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neurorobotics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5016304288","display_name":null,"funder_award_id":"2022-Z03","funder_id":"https://openalex.org/F4320326907","funder_display_name":"State Key Laboratory of Robotics"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326907","display_name":"State Key Laboratory of Robotics","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4322773516.pdf"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W104184427","https://openalex.org/W639708223","https://openalex.org/W1821462560","https://openalex.org/W1902934009","https://openalex.org/W1935978687","https://openalex.org/W2117539524","https://openalex.org/W2125389748","https://openalex.org/W2143612262","https://openalex.org/W2194775991","https://openalex.org/W2495425901","https://openalex.org/W2524428287","https://openalex.org/W2604998962","https://openalex.org/W2618530766","https://openalex.org/W2707890836","https://openalex.org/W2752037867","https://openalex.org/W2756085244","https://openalex.org/W2791026767","https://openalex.org/W2793035069","https://openalex.org/W2808166015","https://openalex.org/W2808168148","https://openalex.org/W2883111419","https://openalex.org/W2886851211","https://openalex.org/W2894740066","https://openalex.org/W2896409484","https://openalex.org/W2928560789","https://openalex.org/W2945908221","https://openalex.org/W2950248853","https://openalex.org/W2962835968","https://openalex.org/W2962851801","https://openalex.org/W2962965870","https://openalex.org/W2963000224","https://openalex.org/W2963094099","https://openalex.org/W2963125010","https://openalex.org/W2963145730","https://openalex.org/W2963363373","https://openalex.org/W2964001144","https://openalex.org/W2964233199","https://openalex.org/W2964502788","https://openalex.org/W2970958999","https://openalex.org/W3018228401","https://openalex.org/W3034368386","https://openalex.org/W3034513523","https://openalex.org/W3037246750","https://openalex.org/W3038173901","https://openalex.org/W3043678861","https://openalex.org/W3138154797","https://openalex.org/W3162666703","https://openalex.org/W3181161645","https://openalex.org/W4226350879","https://openalex.org/W4283815570","https://openalex.org/W4297775537","https://openalex.org/W6604254268","https://openalex.org/W6639703010","https://openalex.org/W6640289440","https://openalex.org/W6677103964","https://openalex.org/W6678583879","https://openalex.org/W6684563725","https://openalex.org/W6725543821","https://openalex.org/W6743912273","https://openalex.org/W6752437554","https://openalex.org/W6755034786","https://openalex.org/W6763207085"],"related_works":["https://openalex.org/W4315697128","https://openalex.org/W3102845713","https://openalex.org/W2378211422","https://openalex.org/W2971502891","https://openalex.org/W3205506801","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W4280599700","https://openalex.org/W2130974462","https://openalex.org/W3183570023"],"abstract_inverted_index":{"Filter":[0],"pruning":[1,16,74,86,158,184,188,191],"is":[2,64,93],"widely":[3],"used":[4,94],"for":[5,54,160,186],"inference":[6],"acceleration":[7],"and":[8,28,61,124,163,189,199,247],"compatibility":[9],"with":[10,50,133,239,253],"off-the-shelf":[11],"hardware":[12],"devices.":[13],"Some":[14],"filter":[15,90],"methods":[17,45],"have":[18,46],"proposed":[19,110,150,220,227],"various":[20,207],"criteria":[21],"to":[22,36,95,136,145,155,166,174,192],"approximate":[23],"the":[24,31,38,42,97,103,114,117,127,131,141,149,157,168,176,194,216,226,237],"importance":[25,104],"of":[26,102,105,116,197,218,236],"filters,":[27],"then":[29,125],"sort":[30],"filters":[32,100,118,132],"globally":[33],"or":[34,143,171],"locally":[35],"prune":[37],"redundant":[39],"parameters.":[40],"However,":[41],"current":[43],"criterion-based":[44],"problems:":[47],"(1)":[48],"parameters":[49],"smaller":[51],"criterion":[52],"values":[53],"extracting":[55],"edge":[56],"features":[57],"are":[58,138],"easily":[59],"ignored,":[60],"(2)":[62],"there":[63],"a":[65,81,106],"strong":[66],"correlation":[67],"between":[68,99],"different":[69,202,212],"criteria,":[70],"resulting":[71],"in":[72,120,201,242],"similar":[73],"structures.":[75],"In":[76,147],"this":[77],"article,":[78],"we":[79],"propose":[80],"novel":[82],"simple":[83],"but":[84],"effective":[85],"method":[87,111],"based":[88],"on":[89,206,224,245,251,259],"similarity,":[91],"which":[92],"evaluate":[96],"similarity":[98,115,128,135],"instead":[101],"single":[107],"filter.":[108],"The":[109],"first":[112],"calculates":[113],"pairwise":[119],"one":[121],"convolutional":[122],"layer":[123],"obtains":[126],"distribution.":[129],"Finally,":[130],"high":[134],"others":[137],"deleted":[139],"from":[140],"distribution":[142],"set":[144,167],"zero.":[146],"addition,":[148],"algorithm":[151,228],"does":[152],"not":[153],"need":[154],"specify":[156],"rate":[159],"each":[161],"layer,":[162],"only":[164,254],"needs":[165],"desired":[169],"FLOPs":[170,231,250],"parameter":[172],"reduction":[173,232],"obtain":[175],"final":[177],"compression":[178],"model.":[179],"We":[180],"also":[181],"provide":[182],"iterative":[183],"strategies":[185],"hard":[187],"soft":[190],"satisfy":[193],"tradeoff":[195],"requirements":[196],"accuracy":[198,244,257],"memory":[200],"scenarios.":[203],"Extensive":[204],"experiments":[205],"representative":[208],"benchmark":[209],"datasets":[210],"across":[211],"network":[213],"architectures":[214],"demonstrate":[215],"effectiveness":[217],"our":[219],"method.":[221],"For":[222],"example,":[223],"CIFAR10,":[225],"achieves":[229],"61.1%":[230],"by":[233],"removing":[234],"58.3%":[235],"parameters,":[238],"no":[240],"loss":[241],"Top-1":[243,256],"ResNet-56;":[246],"reduces":[248],"53.05%":[249],"ResNet-50":[252],"0.29%":[255],"degradation":[258],"ILSVRC-2012.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}