{"id":"https://openalex.org/W4400276179","doi":"https://doi.org/10.1109/wcnc57260.2024.10571207","title":"Collaborative DNNs Inference with Joint Model Partition and Compression in Mobile Edge-Cloud Computing Networks","display_name":"Collaborative DNNs Inference with Joint Model Partition and Compression in Mobile Edge-Cloud Computing Networks","publication_year":2024,"publication_date":"2024-04-21","ids":{"openalex":"https://openalex.org/W4400276179","doi":"https://doi.org/10.1109/wcnc57260.2024.10571207"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc57260.2024.10571207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc57260.2024.10571207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-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/A5100879675","display_name":"Yaxin Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yaxin Tang","raw_affiliation_strings":["School of Big Data &#x0026; Software Engineering, Chongqing University,Chongqing,China"],"affiliations":[{"raw_affiliation_string":"School of Big Data &#x0026; Software Engineering, Chongqing University,Chongqing,China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100413431","display_name":"Xiuhua Li","orcid":"https://orcid.org/0000-0001-9041-0297"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiuhua Li","raw_affiliation_strings":["School of Big Data &#x0026; Software Engineering, Chongqing University,Chongqing,China"],"affiliations":[{"raw_affiliation_string":"School of Big Data &#x0026; Software Engineering, Chongqing University,Chongqing,China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100423942","display_name":"Hui Li","orcid":"https://orcid.org/0000-0003-0222-5150"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Li","raw_affiliation_strings":["School of Big Data &#x0026; Software Engineering, Chongqing University,Chongqing,China"],"affiliations":[{"raw_affiliation_string":"School of Big Data &#x0026; Software Engineering, Chongqing University,Chongqing,China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057773915","display_name":"Zhengyi Yang","orcid":"https://orcid.org/0000-0002-6674-8252"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengyi Yang","raw_affiliation_strings":["School of Big Data &#x0026; Software Engineering, Chongqing University,Chongqing,China"],"affiliations":[{"raw_affiliation_string":"School of Big Data &#x0026; Software Engineering, Chongqing University,Chongqing,China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363470","display_name":"Xiaofei Wang","orcid":"https://orcid.org/0000-0002-7223-1030"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Wang","raw_affiliation_strings":["TKLAN, College of Intelligence &#x0026; Computing, Tianjin University,Tianjin,China"],"affiliations":[{"raw_affiliation_string":"TKLAN, College of Intelligence &#x0026; Computing, Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035919267","display_name":"Victor C. M. Leung","orcid":"https://orcid.org/0000-0003-3529-2640"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Victor C. M. Leung","raw_affiliation_strings":["College of Computer Science &#x0026; Software Engineering, Shenzhen University,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science &#x0026; Software Engineering, Shenzhen University,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100879675"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":1.4653,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.82639043,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"06"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.902400016784668,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11478","display_name":"Caching and Content Delivery","score":0.902400016784668,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7526102066040039},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.694666862487793},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6762099266052246},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.6321836709976196},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.6259741187095642},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.527472198009491},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4336886703968048},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.417649507522583},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3785288631916046},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2696772515773773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22407320141792297},{"id":"https://openalex.org/keywords/mobile-radio","display_name":"Mobile radio","score":0.19859576225280762},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1092928946018219},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09714126586914062},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07603725790977478}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7526102066040039},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.694666862487793},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6762099266052246},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.6321836709976196},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.6259741187095642},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.527472198009491},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4336886703968048},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.417649507522583},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3785288631916046},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2696772515773773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22407320141792297},{"id":"https://openalex.org/C2781307350","wikidata":"https://www.wikidata.org/wiki/Q6887221","display_name":"Mobile radio","level":2,"score":0.19859576225280762},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1092928946018219},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09714126586914062},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07603725790977478},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc57260.2024.10571207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc57260.2024.10571207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1349038586","display_name":null,"funder_award_id":"CSTB2022NSCQ-MSX1104","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G8241495266","display_name":null,"funder_award_id":"2022YFE0125400","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2591037994","https://openalex.org/W2809251854","https://openalex.org/W2886851211","https://openalex.org/W2950865323","https://openalex.org/W2962677625","https://openalex.org/W3133149219","https://openalex.org/W3160446800","https://openalex.org/W3193859704","https://openalex.org/W4205124618","https://openalex.org/W4220663406","https://openalex.org/W4221005058","https://openalex.org/W4225688999","https://openalex.org/W4236099117","https://openalex.org/W4280638404","https://openalex.org/W4285137770","https://openalex.org/W4285261368","https://openalex.org/W4309765727","https://openalex.org/W4315605929"],"related_works":["https://openalex.org/W2055243143","https://openalex.org/W3161249280","https://openalex.org/W2267059662","https://openalex.org/W2364268683","https://openalex.org/W4388411807","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Mobile":[0],"edge-cloud":[1],"computing":[2,5],"utilizes":[3],"the":[4,33,70,75,79,83,87,121,126,130,148],"resources":[6,35],"of":[7,36,112,124],"edge":[8,37,80],"devices":[9],"and":[10,57,73,82,105],"cloud":[11,88],"servers":[12],"to":[13,59,101,147],"execute":[14],"complex":[15],"deep":[16],"neural":[17],"networks":[18],"(DNNs)":[19],"for":[20],"collaborative":[21,26,94],"inference.":[22],"However,":[23],"many":[24],"existing":[25],"inference":[27,42,61,127],"methods":[28],"do":[29],"not":[30],"fully":[31],"consider":[32],"limited":[34],"devices,":[38],"resulting":[39],"in":[40],"high":[41],"latency.":[43,62],"In":[44],"this":[45],"paper,":[46],"we":[47,64],"design":[48],"an":[49],"integrated":[50],"computational":[51,140],"framework":[52],"that":[53],"combines":[54],"model":[55,68],"partition":[56,65,103,118],"compression":[58,106,113],"reduce":[60,139],"Specifically,":[63],"a":[66,93],"DNN":[67,132],"at":[69],"middle":[71],"layer":[72,77,85],"deploy":[74],"previous":[76],"on":[78,86,116],"device":[81],"subsequent":[84],"server":[89],"respectively.":[90],"We":[91],"propose":[92],"dual-agent":[95],"reinforcement":[96],"learning":[97],"algorithm":[98,136],"called":[99],"CPCDRL":[100],"determine":[102],"point":[104],"ratios.":[107],"It":[108],"enables":[109],"adaptive":[110],"adjustments":[111],"ratios":[114],"based":[115],"various":[117],"points,":[119],"with":[120],"overarching":[122],"goal":[123],"minimizing":[125,143],"latency":[128,141],"across":[129],"entire":[131],"model.":[133],"The":[134],"proposed":[135],"can":[137],"significantly":[138],"while":[142],"accuracy":[144],"loss":[145],"compared":[146],"baseline":[149],"schemes.":[150]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
