{"id":"https://openalex.org/W4412610546","doi":"https://doi.org/10.1109/hpcc64274.2024.00092","title":"Diffindo: Accelerating Distributed GANs with Auxiliary Generators and Discriminators","display_name":"Diffindo: Accelerating Distributed GANs with Auxiliary Generators and Discriminators","publication_year":2024,"publication_date":"2024-12-13","ids":{"openalex":"https://openalex.org/W4412610546","doi":"https://doi.org/10.1109/hpcc64274.2024.00092"},"language":"en","primary_location":{"id":"doi:10.1109/hpcc64274.2024.00092","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpcc64274.2024.00092","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on High Performance Computing and Communications (HPCC)","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/A5101405300","display_name":"Xiaoming Han","orcid":"https://orcid.org/0000-0003-1142-5349"},"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":"Xiaoming Han","raw_affiliation_strings":["Wuhan University,Department of Computer Science,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University,Department of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056018397","display_name":"Boan Liu","orcid":"https://orcid.org/0000-0002-5877-9999"},"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":"Boan Liu","raw_affiliation_strings":["Hong Kong Polytechnic University,Department of Computing,Kowloon,Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Polytechnic University,Department of Computing,Kowloon,Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063911669","display_name":"Dazhao Cheng","orcid":"https://orcid.org/0000-0003-2869-7623"},"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":"Dazhao Cheng","raw_affiliation_strings":["Wuhan University,Department of Computer Science,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University,Department of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":2,"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":0,"citation_normalized_percentile":{"value":0.35583965,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"654","last_page":"662"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.5002999901771545,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.5002999901771545,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.49470001459121704,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.48669999837875366,"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":0.6678395867347717}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6678395867347717}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/hpcc64274.2024.00092","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpcc64274.2024.00092","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on High Performance Computing and Communications (HPCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329075","display_name":"Duke Kunshan University","ror":"https://ror.org/04sr5ys16"},{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2112796928","https://openalex.org/W2890139949","https://openalex.org/W2899730059","https://openalex.org/W2912213068","https://openalex.org/W2948894952","https://openalex.org/W3021654819","https://openalex.org/W3035014113","https://openalex.org/W3038086838","https://openalex.org/W3046746530","https://openalex.org/W3102606411","https://openalex.org/W3109076782","https://openalex.org/W3130198599","https://openalex.org/W3134069806","https://openalex.org/W3156841666","https://openalex.org/W4229801112","https://openalex.org/W4301361180","https://openalex.org/W4312453532","https://openalex.org/W4317885354","https://openalex.org/W4385801661","https://openalex.org/W4386065346","https://openalex.org/W4393159762","https://openalex.org/W4395117348","https://openalex.org/W6685352114","https://openalex.org/W6729881831","https://openalex.org/W6735913928","https://openalex.org/W6737043114","https://openalex.org/W6748086406","https://openalex.org/W6753123669","https://openalex.org/W6753450601","https://openalex.org/W6765779288","https://openalex.org/W6770054891","https://openalex.org/W6770308229","https://openalex.org/W6779499942","https://openalex.org/W6784425352","https://openalex.org/W6787972765","https://openalex.org/W6788340828","https://openalex.org/W6804043765"],"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":{"Integrating":[0],"edge":[1],"computing":[2],"with":[3,47],"Generative":[4],"Adversarial":[5],"Networks":[6],"(GANs)":[7],"leads":[8],"to":[9,19,110],"significant":[10],"communication":[11],"overhead":[12],"in":[13,52],"centralized":[14],"federated":[15],"learning":[16],"systems":[17],"due":[18],"frequent":[20],"synchronization":[21],"between":[22],"generators":[23],"and":[24,55,76,89,97,128],"discriminators,":[25],"as":[26,28],"well":[27],"the":[29],"transmission":[30],"of":[31],"large":[32],"generated":[33],"samples.":[34],"In":[35],"addition,":[36],"this":[37],"close":[38],"coupling":[39],"can":[40],"cause":[41],"excessive":[42],"GPU":[43,78],"memory":[44,53,79],"consumption,":[45],"especially":[46],"coarse-grained":[48],"deployment":[49,87],"strategies,":[50],"resulting":[51],"thrashing":[54],"reduced":[56],"training":[57,70,74,101,122,131],"speeds.":[58,132],"To":[59],"tackle":[60],"these":[61],"issues,":[62],"we":[63,99,104],"present":[64],"Diffindo,":[65],"a":[66,106],"novel":[67],"distributed":[68],"GAN":[69,121],"system":[71],"that":[72,117],"reduces":[73],"time":[75],"optimizes":[77],"allocation":[80],"while":[81],"maintaining":[82],"accuracy.":[83],"By":[84],"utilizing":[85],"fine-grained":[86],"strategies":[88],"developing":[90],"innovative":[91],"task":[92],"scheduling":[93],"algorithms":[94],"for":[95],"servers":[96],"workers,":[98],"enhance":[100],"efficiency.":[102],"Additionally,":[103],"implement":[105],"computation-communication":[107],"overlapping":[108],"strategy":[109],"improve":[111],"resource":[112],"utilization.":[113],"Experimental":[114],"results":[115],"show":[116],"Diffindo":[118],"outperforms":[119],"state-of-the-art":[120],"systems,":[123],"achieving":[124],"13%":[125],"higher":[126],"accuracy":[127],"32%":[129],"faster":[130]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
