{"id":"https://openalex.org/W7123356215","doi":"https://doi.org/10.1109/dsa66321.2025.00068","title":"Research on Training and Deployment Approaches for Large Language Models Enabled by Cloud-Edge Collaboration","display_name":"Research on Training and Deployment Approaches for Large Language Models Enabled by Cloud-Edge Collaboration","publication_year":2025,"publication_date":"2025-11-24","ids":{"openalex":"https://openalex.org/W7123356215","doi":"https://doi.org/10.1109/dsa66321.2025.00068"},"language":null,"primary_location":{"id":"doi:10.1109/dsa66321.2025.00068","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsa66321.2025.00068","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Dependable Systems and Their Applications (DSA)","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/A5122887611","display_name":"Sa Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sa Meng","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University,Sichuan,China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University,Sichuan,China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122858081","display_name":"Liang Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Luo","raw_affiliation_strings":["School of Computer Science and Engineering, University of Electronic Science and Technology of China,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of Electronic Science and Technology of China,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122893185","display_name":"Xiwei Qiu","orcid":null},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiwei Qiu","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University,Sichuan,China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University,Sichuan,China","institution_ids":["https://openalex.org/I4800084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5122887611"],"corresponding_institution_ids":["https://openalex.org/I4800084"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.79619545,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"531","last_page":"532"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14347","display_name":"Big Data and Digital Economy","score":0.2572999894618988,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14347","display_name":"Big Data and Digital Economy","score":0.2572999894618988,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.08950000256299973,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.03629999980330467,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8345000147819519},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.756600022315979},{"id":"https://openalex.org/keywords/enabling","display_name":"Enabling","score":0.6901999711990356},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6251999735832214},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5633000135421753},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.529699981212616},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5128999948501587},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.4778999984264374}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8345000147819519},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.756600022315979},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7437000274658203},{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.6901999711990356},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6251999735832214},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5633000135421753},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.529699981212616},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5128999948501587},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.4778999984264374},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44589999318122864},{"id":"https://openalex.org/C85106507","wikidata":"https://www.wikidata.org/wiki/Q1188445","display_name":"Utility computing","level":4,"score":0.41499999165534973},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.38850000500679016},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.34119999408721924},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3269999921321869},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32010000944137573},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2937999963760376},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.28780001401901245},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.28450000286102295},{"id":"https://openalex.org/C2777362162","wikidata":"https://www.wikidata.org/wiki/Q5594431","display_name":"Grand Challenges","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26989999413490295},{"id":"https://openalex.org/C184842701","wikidata":"https://www.wikidata.org/wiki/Q370563","display_name":"Cloud computing security","level":3,"score":0.26100000739097595},{"id":"https://openalex.org/C172195944","wikidata":"https://www.wikidata.org/wiki/Q541265","display_name":"Ubiquitous computing","level":2,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsa66321.2025.00068","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsa66321.2025.00068","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Dependable Systems and Their Applications (DSA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6494227051734924,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G8772064768","display_name":null,"funder_award_id":"62206231,62176048","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,67,85],"rapid":[2],"evolution":[3],"of":[4],"artificial":[5],"intelligence,":[6],"large":[7],"language":[8,26],"models":[9],"(LLMs)":[10],"have":[11],"become":[12],"a":[13,72],"key":[14],"focus":[15],"due":[16],"to":[17],"their":[18],"exceptional":[19],"performance":[20],"in":[21,128],"areas":[22],"such":[23],"as":[24,62],"natural":[25],"processing":[27],"and":[28,33,46,84,99,115],"content":[29],"generation.":[30],"However,":[31],"training":[32,111],"deploying":[34],"LLMs":[35],"present":[36],"significant":[37],"challenges,":[38],"including":[39],"massive":[40],"computational":[41,97],"demands,":[42],"high":[43],"storage":[44],"expenses,":[45],"inference":[47,127],"delays,":[48],"which":[49],"conventional":[50],"onpremises":[51],"infrastructure":[52],"cannot":[53],"efficiently":[54],"handle.":[55],"This":[56],"paper":[57],"systematically":[58],"examines":[59],"cloud":[60,78,93],"computing":[61,94,107,122],"an":[63],"essential":[64],"enabler":[65],"throughout":[66],"LLM":[68,96,126],"lifecycle":[69],"by":[70,102],"conducting":[71],"thorough":[73],"analysis.":[74],"The":[75,89],"approach":[76],"highlights":[77],"computing's":[79],"elastic":[80,106],"architecture,":[81],"service":[82],"models,":[83],"cloud-edge":[86],"collaboration":[87],"paradigm.":[88],"findings":[90],"indicate":[91],"that":[92],"addresses":[95],"bottlenecks":[98],"cost":[100],"barriers":[101],"offering":[103],"virtually":[104],"unlimited":[105],"power,":[108],"robust":[109],"distributed":[110],"frameworks,":[112],"scalable":[113],"storage,":[114],"Model-as-a-Service":[116],"deployment":[117],"options.":[118],"Additionally,":[119],"integrating":[120],"edge":[121],"allows":[123],"for":[124],"low-latency":[125],"targeted":[129],"scenarios.":[130]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-14T00:00:00"}
