{"id":"https://openalex.org/W4417073188","doi":"https://doi.org/10.1145/3743093.3770940","title":"Unveiling Byzantine-robust with Varied Batch Sizes across Different Clients in Federated Learning","display_name":"Unveiling Byzantine-robust with Varied Batch Sizes across Different Clients in Federated Learning","publication_year":2025,"publication_date":"2025-12-06","ids":{"openalex":"https://openalex.org/W4417073188","doi":"https://doi.org/10.1145/3743093.3770940"},"language":null,"primary_location":{"id":"doi:10.1145/3743093.3770940","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3743093.3770940","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM International Conference on Multimedia in Asia","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/A5101271960","display_name":"Yunxuan Li","orcid":"https://orcid.org/0009-0009-9742-0637"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunxuan Li","raw_affiliation_strings":["School of Cyber Science and Engineering, Nanjing University of Science & Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0009-9742-0637","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120715937","display_name":"Yuxin Wei","orcid":"https://orcid.org/0009-0001-8883-1241"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxin Wei","raw_affiliation_strings":["School of Cyber Science and Engineering, Nanjing University of Science & Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0001-8883-1241","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020581113","display_name":"Xinjian Huang","orcid":"https://orcid.org/0000-0001-8956-7326"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinjian Huang","raw_affiliation_strings":["School of Cyber Science and Engineering, Nanjing University of Science & Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-8956-7326","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060042752","display_name":"Bo Du","orcid":"https://orcid.org/0000-0002-0059-8458"},"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":"Bo Du","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-0059-8458","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.36276894,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.8230999708175659,"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":0.8230999708175659,"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/T10237","display_name":"Cryptography and Data Security","score":0.027799999341368675,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.019600000232458115,"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/byzantine-fault-tolerance","display_name":"Byzantine fault tolerance","score":0.6891999840736389},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6621999740600586},{"id":"https://openalex.org/keywords/byzantine-architecture","display_name":"Byzantine architecture","score":0.6126000285148621},{"id":"https://openalex.org/keywords/batch-processing","display_name":"Batch processing","score":0.49810001254081726},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.49570000171661377},{"id":"https://openalex.org/keywords/resilience","display_name":"Resilience (materials science)","score":0.4733000099658966}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7337999939918518},{"id":"https://openalex.org/C168021876","wikidata":"https://www.wikidata.org/wiki/Q1353446","display_name":"Byzantine fault tolerance","level":3,"score":0.6891999840736389},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6621999740600586},{"id":"https://openalex.org/C104562893","wikidata":"https://www.wikidata.org/wiki/Q47591","display_name":"Byzantine architecture","level":2,"score":0.6126000285148621},{"id":"https://openalex.org/C172658912","wikidata":"https://www.wikidata.org/wiki/Q661613","display_name":"Batch processing","level":2,"score":0.49810001254081726},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.49570000171661377},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.47589999437332153},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.4733000099658966},{"id":"https://openalex.org/C17532199","wikidata":"https://www.wikidata.org/wiki/Q17083590","display_name":"Quantum Byzantine agreement","level":4,"score":0.42340001463890076},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37229999899864197},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.313400000333786},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.28139999508857727},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.27300000190734863}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3743093.3770940","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3743093.3770940","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM International Conference on Multimedia in Asia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8176182341","display_name":null,"funder_award_id":"30925010533","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8512335194","display_name":null,"funder_award_id":"62501284","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"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1753414968","https://openalex.org/W2965921687","https://openalex.org/W3046449784","https://openalex.org/W3096562082","https://openalex.org/W3138153888","https://openalex.org/W3183910508","https://openalex.org/W4224931241","https://openalex.org/W4252654521","https://openalex.org/W4285411375","https://openalex.org/W4308463458","https://openalex.org/W4365420716","https://openalex.org/W4381956520","https://openalex.org/W4385894359","https://openalex.org/W4385980132","https://openalex.org/W4391020267","https://openalex.org/W4393156150","https://openalex.org/W4400644239","https://openalex.org/W4401608154","https://openalex.org/W4405181861","https://openalex.org/W4406207574","https://openalex.org/W4408476406","https://openalex.org/W4409657530","https://openalex.org/W4410393819","https://openalex.org/W4410636746"],"related_works":[],"abstract_inverted_index":{"Due":[0],"to":[1,88,143,160,184,230],"the":[2,28,66,90,94,148,162,176,189,193,201,205],"lack":[3],"of":[4,19,53,68,93,99,150,188,195,207],"an":[5,181],"effective":[6],"auditing":[7],"mechanism":[8],"for":[9],"malicious":[10],"participants,":[11],"federated":[12],"learning":[13],"(FL)":[14],"framework":[15,86],"faces":[16],"serious":[17],"threats":[18],"Byzantine":[20,23,69,91,109,151,215,231],"attacks.":[21,152,232],"Existing":[22],"resilience":[24,229],"methods":[25],"generally":[26],"use":[27],"same":[29,36],"batch":[30,37,75,104,170,209],"size":[31,38],"by":[32,166],"default.":[33],"However,":[34],"this":[35,198],"setting":[39],"may":[40,48],"not":[41],"be":[42,235],"applicable":[43],"in":[44,77,97,147,217],"practice,":[45],"since":[46],"clients":[47,72,101,213],"comprise":[49],"a":[50,83,156],"diverse":[51],"array":[52],"devices":[54],"with":[55,73,102,108,121,128],"different":[56,71,74,100,103,169,173,208,212],"data":[57,157],"storage":[58],"and":[59,126],"computational":[60],"capabilities.":[61],"This":[62],"paper":[63],"mainly":[64],"studies":[65],"robustness":[67,92,216],"across":[70,211],"sizes":[76,124,131,171,210],"FL":[78,95,190],"systems.":[79],"Specifically,":[80],"we":[81,115,134,154,179],"propose":[82],"weighted":[84],"aggregation":[85],"(WAggF)":[87],"enhance":[89],"systems":[96],"case":[98],"sizes.":[105],"Combining":[106],"WAggF":[107],"attack":[110],"resilient":[111],"distributed":[112],"(Byrd-)":[113],"algorithms,":[114],"develop":[116],"two":[117],"Byzantine-robustness":[118],"algorithms:":[119],"Byrd-SGD":[120],"Different":[122,129],"Batch":[123,130],"(Byrd-DBSGD)":[125],"Byrd-SAGA":[127],"(Byrd-DBSAGA).":[132],"Theoretically,":[133],"prove":[135],"that":[136,223],"these":[137],"algorithms":[138,226],"exhibit":[139,227],"superior":[140],"performance":[141],"compared":[142],"their":[144],"original":[145],"counterparts":[146],"presence":[149],"Additionally,":[153],"introduce":[155],"partition":[158],"method":[159],"solve":[161],"over-centralization":[163],"problem":[164],"caused":[165],"significantly":[167],"disparate":[168],"among":[172],"clients.":[174],"Considering":[175],"communication":[177],"efficiency,":[178],"utilize":[180],"unbiased":[182],"compressor":[183],"ensure":[185],"synchronous":[186],"training":[187],"system.":[191],"To":[192],"best":[194],"our":[196,224],"knowledge,":[197],"study":[199],"represents":[200],"first":[202],"investigation":[203],"into":[204],"impact":[206],"on":[214],"FL.":[218],"Extensive":[219],"experimental":[220],"results":[221],"confirm":[222],"proposed":[225],"greater":[228],"Codes":[233],"will":[234],"released":[236],"upon":[237],"publication.":[238]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-12-06T00:00:00"}