{"id":"https://openalex.org/W4411866851","doi":"https://doi.org/10.1109/tmc.2025.3585033","title":"An Efficient On-Device Federated Learning System Through the Interplay of Client Selection and Batch Size With Watermarked Data","display_name":"An Efficient On-Device Federated Learning System Through the Interplay of Client Selection and Batch Size With Watermarked Data","publication_year":2025,"publication_date":"2025-07-01","ids":{"openalex":"https://openalex.org/W4411866851","doi":"https://doi.org/10.1109/tmc.2025.3585033"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2025.3585033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2025.3585033","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-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/A5004553847","display_name":"Tao Ling","orcid":"https://orcid.org/0000-0001-9301-8610"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Tao Ling","raw_affiliation_strings":["Department of Computing, Hong Kong Polytechnic University, Kowloon, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Hong Kong Polytechnic University, Kowloon, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030157399","display_name":"Siping Shi","orcid":"https://orcid.org/0000-0002-5555-417X"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Siping Shi","raw_affiliation_strings":["Department of Computing, Hong Kong Polytechnic University, Kowloon, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Hong Kong Polytechnic University, Kowloon, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100769481","display_name":"Hao Wang","orcid":"https://orcid.org/0000-0002-1444-2657"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hao Wang","raw_affiliation_strings":["Stevens Institute of Technology, Hoboken, NJ, USA","Stevens Institute of Technology, Hoboken, USA"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology, Hoboken, NJ, USA","institution_ids":["https://openalex.org/I108468826"]},{"raw_affiliation_string":"Stevens Institute of Technology, Hoboken, USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038334756","display_name":"Chuang Hu","orcid":"https://orcid.org/0000-0002-9051-3242"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuang Hu","raw_affiliation_strings":["Department of Computer Science, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100411794","display_name":"Dan Wang","orcid":"https://orcid.org/0000-0002-0921-2726"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Dan Wang","raw_affiliation_strings":["Department of Computing, Hong Kong Polytechnic University, Kowloon, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Hong Kong Polytechnic University, Kowloon, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5004553847"],"corresponding_institution_ids":["https://openalex.org/I14243506"],"apc_list":null,"apc_paid":null,"fwci":2.4849,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.90288218,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"24","issue":"11","first_page":"11480","last_page":"11493"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9415000081062317,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9273999929428101,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.8128259778022766},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.586419939994812},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3333137631416321},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3229641914367676},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20932820439338684}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8128259778022766},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.586419939994812},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3333137631416321},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3229641914367676},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20932820439338684}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmc.2025.3585033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2025.3585033","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-166726","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-166726","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":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"enables":[3],"edge":[4,195],"devices":[5],"to":[6,27,43,81,99,135,174,198,213],"collaboratively":[7],"train":[8],"a":[9,24,190],"global":[10],"model":[11],"using":[12,130],"local":[13],"data.":[14],"However,":[15],"the":[16,83,95,104,117,127,137,141,158],"increasing":[17],"prevalence":[18],"of":[19,119,140],"watermarks":[20,31,120],"in":[21,63,89,167],"datasets":[22,88],"presents":[23],"new":[25],"challenge":[26],"efficient":[28,64,90,200],"FL.":[29,91],"While":[30],"assert":[32],"data":[33],"ownership":[34],"and":[35,47,103,124,179,215],"copyright,":[36],"they":[37],"introduce":[38,73],"complexities":[39],"that":[40],"can":[41],"lead":[42],"shortcut":[44],"learning":[45],"problems":[46],"mislead":[48],"utility":[49,160],"measurements":[50],"for":[51],"client":[52,101,150],"selection.":[53],"These":[54],"issues":[55],"are":[56],"further":[57],"exacerbated":[58],"by":[59,86,211,219],"batch":[60,110,128,170],"size":[61,129,171],"variations":[62],"FL":[65,78,201],"frameworks,":[66,202],"ultimately":[67],"undermining":[68],"their":[69],"time-to-accuracy":[70,97],"performance.":[71],"We":[72,184],"<italic":[74,112,186,203],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[75,113,187,204],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">LotusFL</i>,":[76],"an":[77],"system":[79],"designed":[80],"address":[82],"challenges":[84],"posed":[85],"watermarked":[87],"Specifically,":[92],"it":[93],"tackles":[94],"increased":[96],"due":[98],"erroneous":[100],"selection":[102,151],"accuracy":[105,210],"degradation":[106],"observed":[107],"with":[108,169],"larger":[109],"sizes.":[111],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">LotusFL</i>":[114,188,205],"first":[115],"estimates":[116],"characteristics":[118],"through":[121,189],"statistical":[122],"estimation":[123],"then":[125],"adjusts":[126],"this":[131],"estimated":[132],"watermark":[133,142],"information":[134],"balance":[136],"negative":[138],"impact":[139],"against":[143],"device":[144,177],"idle":[145],"waiting":[146],"time.":[147],"Additionally,":[148],"its":[149],"mechanism,":[152,165],"based":[153],"on":[154,193],"historical":[155],"information,":[156],"avoids":[157],"misleading":[159],"signals":[161],"from":[162],"watermarks.":[163],"This":[164],"working":[166],"conjunction":[168],"adjustment,":[172],"aims":[173],"accurately":[175],"predict":[176],"runtime":[178],"identify":[180],"potentially":[181],"valuable":[182],"devices.":[183,196],"evaluated":[185],"real-world":[191],"deployment":[192],"40":[194],"Compared":[197],"state-of-the-art":[199],"achieves":[206],"superior":[207],"performance,":[208],"enhancing":[209],"up":[212],"8.2%":[214],"reducing":[216],"training":[217],"time":[218],"1.97\u00d7.":[220]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}