{"id":"https://openalex.org/W4401508464","doi":"https://doi.org/10.1109/infocom52122.2024.10621325","title":"Optimization of Offloading Policies for Accuracy-Delay Tradeoffs in Hierarchical Inference","display_name":"Optimization of Offloading Policies for Accuracy-Delay Tradeoffs in Hierarchical Inference","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4401508464","doi":"https://doi.org/10.1109/infocom52122.2024.10621325"},"language":"en","primary_location":{"id":"doi:10.1109/infocom52122.2024.10621325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom52122.2024.10621325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications","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/A5091785648","display_name":"Hasan Burhan Beytur","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hasan Burhan Beytur","raw_affiliation_strings":["The University of Texas at Austin,Electrical and Computer Engineering Department"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin,Electrical and Computer Engineering Department","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062936594","display_name":"Ahmet Ayd\u0131n","orcid":"https://orcid.org/0000-0003-2390-7556"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmet Gunhan Aydin","raw_affiliation_strings":["The University of Texas at Austin,Electrical and Computer Engineering Department"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin,Electrical and Computer Engineering Department","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008917819","display_name":"Gustavo de Veciana","orcid":"https://orcid.org/0000-0002-1498-494X"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gustavo de Veciana","raw_affiliation_strings":["The University of Texas at Austin,Electrical and Computer Engineering Department"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin,Electrical and Computer Engineering Department","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067602750","display_name":"Haris Vikalo","orcid":"https://orcid.org/0000-0002-7945-4114"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haris Vikalo","raw_affiliation_strings":["The University of Texas at Austin,Electrical and Computer Engineering Department"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin,Electrical and Computer Engineering Department","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5091785648"],"corresponding_institution_ids":["https://openalex.org/I86519309"],"apc_list":null,"apc_paid":null,"fwci":3.3283,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.92759148,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1989","last_page":"1998"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9983000159263611,"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":0.9983000159263611,"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/T13553","display_name":"Age of Information Optimization","score":0.998199999332428,"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/T12288","display_name":"Optimization and Search Problems","score":0.9959999918937683,"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":0.735913097858429},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6754598617553711},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30578458309173584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.735913097858429},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6754598617553711},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30578458309173584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocom52122.2024.10621325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom52122.2024.10621325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1983804795","https://openalex.org/W2029241234","https://openalex.org/W2110005947","https://openalex.org/W2112796928","https://openalex.org/W2400861403","https://openalex.org/W2605258629","https://openalex.org/W2750384547","https://openalex.org/W2920031528","https://openalex.org/W2962677625","https://openalex.org/W2963618158","https://openalex.org/W2970231103","https://openalex.org/W3035652043","https://openalex.org/W3038896586","https://openalex.org/W3095288471","https://openalex.org/W3101855696","https://openalex.org/W3118608800","https://openalex.org/W3170139574","https://openalex.org/W3216221236","https://openalex.org/W4206530644","https://openalex.org/W4212774754","https://openalex.org/W4292779060","https://openalex.org/W4295298559","https://openalex.org/W4301852635","https://openalex.org/W4306763681","https://openalex.org/W4362631750","https://openalex.org/W4363672099","https://openalex.org/W4376613177","https://openalex.org/W6743688258","https://openalex.org/W6767318751","https://openalex.org/W6778883912","https://openalex.org/W6779466353","https://openalex.org/W6787972765","https://openalex.org/W6842687297","https://openalex.org/W6852125223","https://openalex.org/W6852308574"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"We":[0,39,89,125],"consider":[1,127],"a":[2,11,14,31,36,41,52,74,96,118,143],"hierarchical":[3],"inference":[4,107],"system":[5],"with":[6,21,85,122],"multiple":[7,133],"clients":[8,20,130],"connected":[9],"to":[10,30,51,82,95],"server":[12,32],"via":[13],"shared":[15,53],"communication":[16],"resource.":[17],"When":[18],"necessary,":[19],"low-accuracy":[22],"machine":[23],"learning":[24],"models":[25],"can":[26],"offload":[27],"classification":[28],"tasks":[29],"for":[33],"processing":[34],"on":[35,78,100,151],"high-accuracy":[37],"model.":[38],"propose":[40],"distributed":[42],"online":[43],"offloading":[44],"algorithm":[45,93],"which":[46],"maximizes":[47],"the":[48,83,92,101,104,112,162],"accuracy":[49,141],"subject":[50],"resource":[54],"utilization":[55],"constraint":[56],"thus":[57],"indirectly":[58],"realizing":[59],"accuracy-delay":[60],"tradeoffs":[61,164],"possible":[62,144],"given":[63],"an":[64],"underlying":[65],"network":[66],"scheduler.":[67],"The":[68],"proposed":[69],"algorithm,":[70],"named":[71],"Lyapunov-EXP4,":[72,159],"introduces":[73],"loss":[75,145],"structure":[76],"based":[77],"Lyapunov-drift":[79],"minimization":[80],"techniques":[81],"bandits":[84],"expert":[86],"advice":[87],"framework.":[88],"prove":[90],"that":[91],"converges":[94],"near-optimal":[97],"threshold":[98],"policy":[99],"confidence":[102],"of":[103,111,139,158],"clients\u2019":[105],"local":[106],"without":[108],"prior":[109],"knowledge":[110],"system\u2019s":[113],"statistics":[114],"and":[115,153,160],"efficiently":[116],"solves":[117],"constrained":[119],"bandit":[120],"problem":[121],"sublinear":[123],"regret.":[124],"further":[126],"settings":[128],"where":[129],"may":[131],"employ":[132],"thresholds,":[134],"allowing":[135],"more":[136],"aggressive":[137],"optimization":[138],"overall":[140],"at":[142],"in":[146,166],"fairness.":[147],"Extensive":[148],"simulation":[149],"results":[150],"real":[152],"synthetic":[154],"data":[155],"demonstrate":[156],"convergence":[157],"show":[161],"accuracy-delay-fairness":[163],"achievable":[165],"such":[167],"systems.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-03-05T09:29:38.588285","created_date":"2025-10-10T00:00:00"}