{"id":"https://openalex.org/W4400810992","doi":"https://doi.org/10.1109/eucnc/6gsummit60053.2024.10597111","title":"DNN Partitioning and Inference Task Offloading in 6G Resource-Constrained Networks","display_name":"DNN Partitioning and Inference Task Offloading in 6G Resource-Constrained Networks","publication_year":2024,"publication_date":"2024-06-03","ids":{"openalex":"https://openalex.org/W4400810992","doi":"https://doi.org/10.1109/eucnc/6gsummit60053.2024.10597111"},"language":"en","primary_location":{"id":"doi:10.1109/eucnc/6gsummit60053.2024.10597111","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eucnc/6gsummit60053.2024.10597111","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Joint European Conference on Networks and Communications &amp;amp; 6G Summit (EuCNC/6G Summit)","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/A5030663399","display_name":"Dimitrios Kafetzis","orcid":"https://orcid.org/0009-0003-1090-6017"},"institutions":[{"id":"https://openalex.org/I73142707","display_name":"Athens University of Economics and Business","ror":"https://ror.org/03s262162","country_code":"GR","type":"education","lineage":["https://openalex.org/I73142707"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Dimitrios Kafetzis","raw_affiliation_strings":["Athens University of Economics and Business,Department of Informatics,Greece"],"affiliations":[{"raw_affiliation_string":"Athens University of Economics and Business,Department of Informatics,Greece","institution_ids":["https://openalex.org/I73142707"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057979014","display_name":"Iordanis Koutsopoulos","orcid":"https://orcid.org/0000-0001-7699-5276"},"institutions":[{"id":"https://openalex.org/I73142707","display_name":"Athens University of Economics and Business","ror":"https://ror.org/03s262162","country_code":"GR","type":"education","lineage":["https://openalex.org/I73142707"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Iordanis Koutsopoulos","raw_affiliation_strings":["Athens University of Economics and Business,Department of Informatics,Greece"],"affiliations":[{"raw_affiliation_string":"Athens University of Economics and Business,Department of Informatics,Greece","institution_ids":["https://openalex.org/I73142707"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5030663399"],"corresponding_institution_ids":["https://openalex.org/I73142707"],"apc_list":null,"apc_paid":null,"fwci":2.5568,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.90080888,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"753","last_page":"758"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9908999800682068,"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":0.9908999800682068,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9896000027656555,"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/T13052","display_name":"Molecular Communication and Nanonetworks","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/computer-science","display_name":"Computer science","score":0.818793535232544},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.761215329170227},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6534470319747925},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.47397130727767944},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.46027469635009766},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36966055631637573},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.25569072365760803},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06503435969352722}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.818793535232544},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.761215329170227},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6534470319747925},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.47397130727767944},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.46027469635009766},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36966055631637573},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.25569072365760803},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06503435969352722},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/eucnc/6gsummit60053.2024.10597111","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eucnc/6gsummit60053.2024.10597111","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Joint European Conference on Networks and Communications &amp;amp; 6G Summit (EuCNC/6G Summit)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320317992","display_name":"Experiment","ror":null},{"id":"https://openalex.org/F4320327859","display_name":"Hellenic Foundation for Research and Innovation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1977295820","https://openalex.org/W2618530766","https://openalex.org/W2786070938","https://openalex.org/W2962747795","https://openalex.org/W2964357465","https://openalex.org/W2981114133","https://openalex.org/W3047565185","https://openalex.org/W3193859704","https://openalex.org/W3202549149","https://openalex.org/W3203864086","https://openalex.org/W4289147263","https://openalex.org/W4297779784","https://openalex.org/W4361029763","https://openalex.org/W6756436328","https://openalex.org/W6768234139"],"related_works":["https://openalex.org/W2055243143","https://openalex.org/W4321636575","https://openalex.org/W1986418932","https://openalex.org/W2357796999","https://openalex.org/W2045526782","https://openalex.org/W2741131631","https://openalex.org/W2156919374","https://openalex.org/W1984019423","https://openalex.org/W4280588203","https://openalex.org/W1483472507"],"abstract_inverted_index":{"In":[0],"the":[1,54,104,107,114,119,135,148,158,178,182,218,246,257],"emerging":[2],"6G":[3],"networks":[4],"landscape,":[5],"edge":[6,73],"computing":[7],"applications":[8],"are":[9,122],"tasked":[10],"with":[11,77],"performing":[12],"Machine-Learning":[13],"(ML)":[14],"inference":[15,64,93,159,202],"using":[16,227],"Deep":[17],"Neural":[18],"Networks":[19],"(DNNs)":[20],"on":[21,147,154,232,256],"resource-constrained":[22,86],"devices":[23,165],"in":[24],"terms":[25],"of":[26,40,56,62,85,89,106,161,163,185,193],"computational":[27,79],"power,":[28],"memory,":[29],"and":[30,59,113,195,220],"energy.":[31],"This":[32,51],"paradigm":[33],"shift,":[34],"brought":[35],"forth":[36],"by":[37,204],"6G\u2019s":[38],"promise":[39],"ultra-reliable":[41],"low-latency":[42],"communication":[43],"necessitates":[44],"novel":[45],"approaches":[46],"for":[47,130,173,188,196],"managing":[48],"DNN":[49,57,101,186,201],"tasks.":[50],"paper":[52],"studies":[53],"problem":[55],"partitioning":[58,102,187],"selective":[60],"offloading":[61],"ML":[63],"tasks":[65,162,194],"to":[66,99,110,116,118,124,140,167,200,216,241],"a":[67,83,97,126,155,212],"Base":[68],"Station":[69],"(BS)":[70],"or":[71],"an":[72,92],"gateway":[74],"node":[75],"equipped":[76],"substantial":[78],"resources.":[80],"We":[81,121,180,210],"consider":[82],"set":[84],"devices,":[87],"each":[88,131,250],"which":[90,141],"has":[91],"task":[94,128,152,168,171,207,251],"(abstracted":[95],"as":[96],"DNN)":[98],"execute.":[100],"determines":[103],"part":[105,115],"neural":[108,136],"network":[109,137],"run":[111],"locally,":[112],"offload":[117],"BS.":[120,179],"interested":[123],"determine":[125,134],"suitable":[127],"partition":[129,153],"device,":[132],"namely":[133],"layer":[138],"up":[139],"computation":[142],"will":[143],"take":[144],"place":[145],"locally":[146,255],"device.":[149,258],"A":[150],"certain":[151],"device":[156],"affects":[157],"delays":[160,192],"other":[164],"due":[166],"coupling,":[169],"when":[170],"scheduling":[172],"processing":[174],"is":[175,239,252],"decided":[176],"at":[177],"formulate":[181],"optimization":[183],"problems":[184],"minimizing":[189],"total":[190],"execution":[191,208],"providing":[197],"fair":[198],"treatment":[199],"tasks,":[203],"ensuring":[205],"balanced":[206],"delays.":[209],"propose":[211],"greedy":[213],"heuristic":[214],"algorithm":[215],"solve":[217],"problems,":[219],"we":[221],"evaluate":[222],"it":[223],"through":[224],"numerical":[225],"simulations,":[226],"input":[228],"from":[229],"experiment":[230],"measurements":[231],"Raspberry":[233],"Pi":[234],"devices.":[235],"The":[236],"proposed":[237],"approach":[238,248],"shown":[240],"perform":[242],"much":[243],"better":[244],"than":[245],"baseline":[247],"where":[249],"entirely":[253],"executed":[254]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
