{"id":"https://openalex.org/W4411403475","doi":"https://doi.org/10.1145/3725275","title":"Clementi: Efficient Load Balancing and Communication Overlap for Multi-FPGA Graph Processing","display_name":"Clementi: Efficient Load Balancing and Communication Overlap for Multi-FPGA Graph Processing","publication_year":2025,"publication_date":"2025-06-17","ids":{"openalex":"https://openalex.org/W4411403475","doi":"https://doi.org/10.1145/3725275"},"language":"en","primary_location":{"id":"doi:10.1145/3725275","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3725275","pdf_url":null,"source":{"id":"https://openalex.org/S4387289859","display_name":"Proceedings of the ACM on Management of Data","issn_l":"2836-6573","issn":["2836-6573"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Management of Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3725275","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Feng Yu","orcid":"https://orcid.org/0009-0007-2207-8465"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Feng Yu","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0009-0007-2207-8465","affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028775026","display_name":"Hongshi Tan","orcid":"https://orcid.org/0000-0002-3243-6875"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Hongshi Tan","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-3243-6875","affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100443903","display_name":"Xinyu Chen","orcid":"https://orcid.org/0000-0003-1951-5015"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xinyu Chen","raw_affiliation_strings":["Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1951-5015","affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100394256","display_name":"Yao Chen","orcid":"https://orcid.org/0000-0002-5798-2282"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yao Chen","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-5798-2282","affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039946576","display_name":"Bingsheng He","orcid":"https://orcid.org/0000-0001-8618-4581"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bingsheng He","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-8618-4581","affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023989495","display_name":"Weng\u2010Fai Wong","orcid":"https://orcid.org/0000-0002-4281-2053"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weng-Fai Wong","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-4281-2053","affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9349,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7555312,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"3","issue":"3","first_page":"1","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.996999979019165,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.8263803720474243},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7927589416503906},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.713729202747345},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.5463682413101196},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5265831351280212},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5134544968605042},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5097064971923828},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5016622543334961},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4917650520801544},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.4885598123073578},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3132365345954895},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2960550785064697},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.18528220057487488},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11939546465873718},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08954653143882751}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8263803720474243},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7927589416503906},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.713729202747345},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.5463682413101196},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5265831351280212},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5134544968605042},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5097064971923828},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5016622543334961},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4917650520801544},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.4885598123073578},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3132365345954895},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2960550785064697},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.18528220057487488},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11939546465873718},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08954653143882751},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3725275","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3725275","pdf_url":null,"source":{"id":"https://openalex.org/S4387289859","display_name":"Proceedings of the ACM on Management of Data","issn_l":"2836-6573","issn":["2836-6573"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Management of Data","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3725275","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3725275","pdf_url":null,"source":{"id":"https://openalex.org/S4387289859","display_name":"Proceedings of the ACM on Management of Data","issn_l":"2836-6573","issn":["2836-6573"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Management of Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1526813343","https://openalex.org/W1965830721","https://openalex.org/W1994727615","https://openalex.org/W2030758178","https://openalex.org/W2042545849","https://openalex.org/W2062140606","https://openalex.org/W2072901340","https://openalex.org/W2082773934","https://openalex.org/W2096544401","https://openalex.org/W2101196063","https://openalex.org/W2116433835","https://openalex.org/W2123538390","https://openalex.org/W2136156086","https://openalex.org/W2170616854","https://openalex.org/W2282294254","https://openalex.org/W2284169075","https://openalex.org/W2294347342","https://openalex.org/W2444127451","https://openalex.org/W2492686975","https://openalex.org/W2584785188","https://openalex.org/W2751581470","https://openalex.org/W2912574597","https://openalex.org/W2914209329","https://openalex.org/W2915780780","https://openalex.org/W2969746782","https://openalex.org/W2973152414","https://openalex.org/W2980681317","https://openalex.org/W2998104365","https://openalex.org/W3004555699","https://openalex.org/W3009233884","https://openalex.org/W3095750033","https://openalex.org/W3132871189","https://openalex.org/W3187809022","https://openalex.org/W4200197440","https://openalex.org/W4239385313","https://openalex.org/W4240241667","https://openalex.org/W4242393948","https://openalex.org/W4308083831","https://openalex.org/W4362655576","https://openalex.org/W4379281629","https://openalex.org/W6677111876"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2287264064","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525","https://openalex.org/W2620865396"],"abstract_inverted_index":{"Efficient":[0],"graph":[1,64,87,168],"processing":[2,88,150,169],"is":[3,175],"critical":[4,74],"in":[5,37,149,171],"various":[6],"modern":[7],"applications,":[8],"such":[9],"as":[10,152],"social":[11],"network":[12],"analysis,":[13],"recommendation":[14],"systems,":[15],"and":[16,29,39,58,70,97,120,127],"large-scale":[17],"data":[18,55],"mining.":[19],"Traditional":[20],"single-FPGA":[21],"systems":[22],"struggle":[23],"to":[24,35,139,142,166],"handle":[25],"the":[26,153,162],"increasing":[27],"size":[28],"complexity":[30],"of":[31,137,155],"real-world":[32],"graphs":[33],"due":[34],"limitations":[36],"memory":[38],"computational":[40],"resources.":[41],"Existing":[42],"multi-FPGA":[43,86,144],"solutions":[44],"face":[45],"significant":[46,147],"challenges,":[47],"including":[48],"high":[49],"communication":[50,122,126],"overhead":[51,123],"caused":[52],"by":[53,124],"irregular":[54],"transfer":[56],"patterns":[57],"workload":[59,118],"imbalances":[60],"stemming":[61],"from":[62],"skewed":[63],"distributions.":[65],"These":[66],"inefficiencies":[67],"hinder":[68],"scalability":[69,160],"performance,":[71],"highlighting":[72],"a":[73,112],"research":[75],"gap.":[76],"To":[77],"address":[78],"these":[79],"issues,":[80],"we":[81],"introduce":[82],"Clementi,":[83],"an":[84,103],"efficient":[85],"framework":[89],"that":[90,116,133],"features":[91],"customized":[92],"fine-grained":[93],"pipelines":[94],"for":[95,107],"computation":[96,128],"cross-FPGA":[98],"communication.":[99],"Clementi":[100,134,174],"uniquely":[101],"integrates":[102],"accurate":[104],"performance":[105],"model":[106],"execution":[108],"time":[109],"prediction,":[110],"enabling":[111],"novel":[113],"scheduling":[114],"method":[115],"balances":[117],"distribution":[119],"minimizes":[121],"overlapping":[125],"stages.":[129],"Experimental":[130],"results":[131],"demonstrate":[132],"achieves":[135],"speedups":[136],"up":[138],"8.75\u00d7":[140],"compared":[141],"state-of-the-art":[143],"designs,":[145],"indicating":[146],"improvements":[148],"efficiency":[151],"number":[154],"FPGAs":[156],"increases.":[157],"This":[158],"near-linear":[159],"underscores":[161],"framework'":[163],"s":[164],"potential":[165],"enhance":[167],"capabilities":[170],"practical":[172],"applications.":[173],"open-sourced":[176],"at":[177],"https://github.com/Xtra-Computing/Clementi.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
