{"id":"https://openalex.org/W4391149002","doi":"https://doi.org/10.1109/ic-nidc59918.2023.10390582","title":"On-Demand Model Compression for Leo: A Model Collaborative Reasoning Framework","display_name":"On-Demand Model Compression for Leo: A Model Collaborative Reasoning Framework","publication_year":2023,"publication_date":"2023-11-03","ids":{"openalex":"https://openalex.org/W4391149002","doi":"https://doi.org/10.1109/ic-nidc59918.2023.10390582"},"language":"en","primary_location":{"id":"doi:10.1109/ic-nidc59918.2023.10390582","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ic-nidc59918.2023.10390582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 8th IEEE International Conference on Network Intelligence and Digital Content (IC-NIDC)","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/A5101295767","display_name":"Jiawang Ren","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jiawang Ren","raw_affiliation_strings":["School of Artificial Intelligence, BUPT,Beijing,China","School of Artificial Intelligence, BUPT, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, BUPT,Beijing,China","institution_ids":[]},{"raw_affiliation_string":"School of Artificial Intelligence, BUPT, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062308717","display_name":"Fei Hu Zhang","orcid":"https://orcid.org/0000-0003-4579-6797"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fei Zhang","raw_affiliation_strings":["National Innovation Institute of Defense Technology,Academy of Military Science,Beijing,China","Academy of Military Science, National Innovation Institute of Defense Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"National Innovation Institute of Defense Technology,Academy of Military Science,Beijing,China","institution_ids":[]},{"raw_affiliation_string":"Academy of Military Science, National Innovation Institute of Defense Technology, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023638727","display_name":"Xiaoming Wang","orcid":"https://orcid.org/0000-0001-7981-3757"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoming Wang","raw_affiliation_strings":["Beijing Institute of Tracking and Telecommunication Technology,Beijing,China","Beijing Institute of Tracking and Telecommunication Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Institute of Tracking and Telecommunication Technology,Beijing,China","institution_ids":["https://openalex.org/I4210136246"]},{"raw_affiliation_string":"Beijing Institute of Tracking and Telecommunication Technology, Beijing, China","institution_ids":["https://openalex.org/I4210136246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011718797","display_name":"Xianbin Li","orcid":"https://orcid.org/0000-0002-3196-4086"},"institutions":[{"id":"https://openalex.org/I56934997","display_name":"Changsha University of Science and Technology","ror":"https://ror.org/03yph8055","country_code":"CN","type":"education","lineage":["https://openalex.org/I56934997"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianbin Li","raw_affiliation_strings":["College of Intelligence Science and Technology, NUDT,Changsha,China","College of Intelligence Science and Technology, NUDT, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, NUDT,Changsha,China","institution_ids":["https://openalex.org/I56934997"]},{"raw_affiliation_string":"College of Intelligence Science and Technology, NUDT, Changsha, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032971791","display_name":"Min Tang","orcid":"https://orcid.org/0000-0002-1275-6185"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Min Tang","raw_affiliation_strings":["National Innovation Institute of Defense Technology,Academy of Military Science,Beijing,China","Academy of Military Science, National Innovation Institute of Defense Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"National Innovation Institute of Defense Technology,Academy of Military Science,Beijing,China","institution_ids":[]},{"raw_affiliation_string":"Academy of Military Science, National Innovation Institute of Defense Technology, Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101295767"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22928241,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"295","last_page":"299"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9915000200271606,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9915000200271606,"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"}},{"id":"https://openalex.org/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9790999889373779,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8177809119224548},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.659829318523407},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6512056589126587},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6135002374649048},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.6071153283119202},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5905398726463318},{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.5545024871826172},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5183659195899963},{"id":"https://openalex.org/keywords/software-portability","display_name":"Software portability","score":0.47428184747695923},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.46797826886177063},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.46238604187965393},{"id":"https://openalex.org/keywords/containerization","display_name":"Containerization","score":0.43067502975463867},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.2584584653377533},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2520480751991272},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10261711478233337},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08933034539222717}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8177809119224548},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.659829318523407},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6512056589126587},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6135002374649048},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.6071153283119202},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5905398726463318},{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.5545024871826172},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5183659195899963},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.47428184747695923},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.46797826886177063},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.46238604187965393},{"id":"https://openalex.org/C2779821363","wikidata":"https://www.wikidata.org/wiki/Q428072","display_name":"Containerization","level":3,"score":0.43067502975463867},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2584584653377533},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2520480751991272},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10261711478233337},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08933034539222717},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic-nidc59918.2023.10390582","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ic-nidc59918.2023.10390582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 8th IEEE International Conference on Network Intelligence and Digital Content (IC-NIDC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6399999856948853}],"awards":[{"id":"https://openalex.org/G5922490739","display_name":null,"funder_award_id":"4222033","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"}],"funders":[{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2319920447","https://openalex.org/W2550831128","https://openalex.org/W2554302513","https://openalex.org/W2751597414","https://openalex.org/W2886851211","https://openalex.org/W2963626527","https://openalex.org/W3043019711","https://openalex.org/W3201902125","https://openalex.org/W4285370841","https://openalex.org/W4327501285","https://openalex.org/W6781132572"],"related_works":["https://openalex.org/W2922530654","https://openalex.org/W4379386225","https://openalex.org/W2354950134","https://openalex.org/W2383352889","https://openalex.org/W2252666847","https://openalex.org/W583632459","https://openalex.org/W3035018060","https://openalex.org/W3112503661","https://openalex.org/W2604905709","https://openalex.org/W852113252"],"abstract_inverted_index":{"The":[0,48,77,100,114,148],"demand":[1],"for":[2,17,134,164],"efficient":[3,97],"utilization":[4,73,89],"of":[5,74,79,90,102,157],"computational":[6,42,91,112],"resources":[7,92],"on":[8,44,85,146],"Low":[9],"Earth":[10],"Orbit":[11],"(LEO)":[12],"has":[13],"driven":[14],"the":[15,36,41,60,65,72,75,111,136,152,158,162],"need":[16],"a":[18,26,131],"cloud-edge":[19],"model":[20,62,98,105,144],"collaboration":[21,145],"framework.":[22],"This":[23,127],"paper":[24],"proposes":[25],"novel":[27],"framework":[28,81,129],"that":[29],"leverages":[30],"reinforcement":[31,103],"learning":[32],"algorithm":[33],"to":[34,109],"compress":[35],"original":[37,49],"model,":[38],"thereby":[39],"reducing":[40,110],"overhead":[43],"limited":[45],"computing":[46],"resources.":[47],"and":[50,67,96,121,142,154,168],"compressed":[51],"models":[52],"are":[53],"then":[54],"deployed":[55],"using":[56],"containerization":[57,115],"techniques.":[58],"Finally,":[59],"collaborative":[61],"inference":[63],"between":[64],"cloud":[66],"edge":[68],"is":[69],"achieved":[70],"through":[71],"KubeEdge.":[76],"application":[78],"this":[80],"holds":[82],"significant":[83],"promise":[84],"LEO,":[86],"enabling":[87],"optimized":[88],"while":[93],"maintaining":[94],"reliable":[95],"inference.":[99],"use":[101],"learning-based":[104],"compression":[106],"techniques":[107],"contributes":[108],"complexity.":[113],"deployment":[116,169],"approach":[117],"ensures":[118],"flexibility,":[119],"portability,":[120],"seamless":[122],"integration":[123],"with":[124,139],"existing":[125],"infrastructure.":[126],"comprehensive":[128],"presents":[130],"proposed":[132,159],"solution":[133],"mitigating":[135],"challenges":[137],"associated":[138],"resource":[140],"constraints":[141],"facilitating":[143],"LEO.":[147],"experimental":[149],"evaluation":[150],"demonstrates":[151],"effectiveness":[153],"performance":[155],"benefits":[156],"framework,":[160],"paving":[161],"way":[163],"its":[165],"practical":[166],"implementation":[167],"in":[170],"LEO":[171],"applications.":[172]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
