{"id":"https://openalex.org/W4401508495","doi":"https://doi.org/10.1109/infocom52122.2024.10621348","title":"Workflow Optimization for Parallel Split Learning","display_name":"Workflow Optimization for Parallel Split Learning","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4401508495","doi":"https://doi.org/10.1109/infocom52122.2024.10621348"},"language":"en","primary_location":{"id":"doi:10.1109/infocom52122.2024.10621348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom52122.2024.10621348","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":"conference-paper","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/A5016435657","display_name":"Joana Tirana","orcid":"https://orcid.org/0009-0009-2648-6735"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Joana Tirana","raw_affiliation_strings":["University College Dublin &#x0026; VistaMilk SFI,School of Computer Science,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin &#x0026; VistaMilk SFI,School of Computer Science,Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052100309","display_name":"Dimitra Tsigkari","orcid":"https://orcid.org/0000-0001-8729-4475"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Dimitra Tsigkari","raw_affiliation_strings":["Delft University of Technology,The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology,The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044138533","display_name":"George Iosifidis","orcid":"https://orcid.org/0000-0003-1001-2323"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"George Iosifidis","raw_affiliation_strings":["Delft University of Technology,The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology,The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101739299","display_name":"Dimitris Chatzopoulos","orcid":"https://orcid.org/0000-0002-4765-5085"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Dimitris Chatzopoulos","raw_affiliation_strings":["University College Dublin &#x0026; VistaMilk SFI,School of Computer Science,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin &#x0026; VistaMilk SFI,School of Computer Science,Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1331","last_page":"1340"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.7879999876022339,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.7879999876022339,"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/workflow","display_name":"Workflow","score":0.7543994188308716},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6806448101997375},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32566529512405396},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11988598108291626}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7543994188308716},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6806448101997375},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32566529512405396},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11988598108291626}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/infocom52122.2024.10621348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom52122.2024.10621348","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"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-157026","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-157026","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W5599802","https://openalex.org/W964861289","https://openalex.org/W1686810756","https://openalex.org/W1980289219","https://openalex.org/W2013170874","https://openalex.org/W2026489998","https://openalex.org/W2058532290","https://openalex.org/W2061962896","https://openalex.org/W2101252297","https://openalex.org/W2102201348","https://openalex.org/W2160701576","https://openalex.org/W2194775991","https://openalex.org/W2518732165","https://openalex.org/W2739789140","https://openalex.org/W2770673730","https://openalex.org/W2793199077","https://openalex.org/W2920095265","https://openalex.org/W2920582503","https://openalex.org/W2921560693","https://openalex.org/W2977090839","https://openalex.org/W3009048827","https://openalex.org/W3015636663","https://openalex.org/W3018102029","https://openalex.org/W3118608800","https://openalex.org/W3126166521","https://openalex.org/W3176501042","https://openalex.org/W3202577926","https://openalex.org/W4247230948","https://openalex.org/W4250589301","https://openalex.org/W4281553873","https://openalex.org/W4283024848","https://openalex.org/W4283206588","https://openalex.org/W4289147263","https://openalex.org/W4292363360","https://openalex.org/W4295700920","https://openalex.org/W4296982580","https://openalex.org/W4310077675","https://openalex.org/W4312052117","https://openalex.org/W4317795341","https://openalex.org/W4318619660","https://openalex.org/W4319302934","https://openalex.org/W4319778953","https://openalex.org/W4376478358","https://openalex.org/W4378697396","https://openalex.org/W4384304555","https://openalex.org/W4386245174","https://openalex.org/W4386245250","https://openalex.org/W6637373629","https://openalex.org/W6726392163","https://openalex.org/W6728757088","https://openalex.org/W6756436328","https://openalex.org/W6787972765","https://openalex.org/W6839440523","https://openalex.org/W6847621898"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W1981780420","https://openalex.org/W2182707996","https://openalex.org/W45233828","https://openalex.org/W2964988449","https://openalex.org/W2397952901","https://openalex.org/W2029380707","https://openalex.org/W4255934811","https://openalex.org/W2465382974"],"abstract_inverted_index":{"Split":[0],"learning":[1,24],"(SL)":[2],"has":[3],"been":[4],"recently":[5],"proposed":[6],"as":[7,45,98],"a":[8,27,46,50,132,148,168,181,186],"way":[9],"to":[10,14,40,49,166,195],"enable":[11],"resource-constrained":[12],"devices":[13],"train":[15],"multi-parameter":[16],"neural":[17],"networks":[18],"(NNs)":[19],"and":[20,36,112,123,147,184],"participate":[21],"in":[22,94],"federated":[23],"(FL).":[25],"In":[26,54,79,102],"nutshell,":[28],"SL":[29],"splits":[30],"the":[31,42,71,86,106,116,120,137,140,190],"NN":[32],"model":[33,61],"into":[34],"parts,":[35],"allows":[37],"clients":[38,77],"(devices)":[39],"offload":[41],"largest":[43],"part":[44],"processing":[47],"task":[48],"computationally":[51],"powerful":[52],"helper.":[53],"parallel":[55],"SL,":[56],"multiple":[57],"helpers":[58],"can":[59],"process":[60],"parts":[62],"of":[63,88,109,118,139,157],"one":[64,150],"or":[65],"more":[66],"clients,":[67],"thus,":[68],"considerably":[69],"reducing":[70],"maximum":[72],"training":[73,121],"time":[74],"over":[75],"all":[76],"(makespan).":[78],"this":[80,89,178],"paper,":[81],"we":[82,104,124,175],"focus":[83],"on":[84,136],"orchestrating":[85],"workflow":[87],"operation,":[90],"which":[91],"is":[92,128,152],"critical":[93],"highly":[95],"heterogeneous":[96],"systems,":[97],"our":[99,161],"experiments":[100],"show.":[101],"particular,":[103],"formulate":[105],"joint":[107],"problem":[108,141],"client-helper":[110],"assignments":[111],"scheduling":[113],"decisions":[114],"with":[115],"goal":[117],"minimizing":[119],"makespan,":[122],"prove":[125],"that":[126,151,177],"it":[127],"NPhard.":[129],"We":[130],"propose":[131],"solution":[133,169],"method":[134],"based":[135],"decomposition":[138],"by":[142,193],"leveraging":[143],"its":[144],"inherent":[145],"symmetry,":[146],"second":[149],"fully":[153],"scalable.":[154],"A":[155],"wealth":[156],"numerical":[158],"evaluations":[159],"using":[160],"testbed\u2019s":[162],"measurements":[163],"allow":[164],"us":[165],"build":[167],"strategy":[170,179],"comprising":[171],"these":[172],"methods.":[173],"Moreover,":[174],"show":[176],"finds":[180],"near-optimal":[182],"solution,":[183],"achieves":[185],"shorter":[187],"makespan":[188],"than":[189],"baseline":[191],"scheme":[192],"up":[194],"52.3%.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
