{"id":"https://openalex.org/W7161054940","doi":"https://doi.org/10.48550/arxiv.2605.11631","title":"GraphFlash: Enabling Fast and Elastic Graph Processing on Serverless Infrastructure","display_name":"GraphFlash: Enabling Fast and Elastic Graph Processing on Serverless Infrastructure","publication_year":2026,"publication_date":"2026-05-12","ids":{"openalex":"https://openalex.org/W7161054940","doi":"https://doi.org/10.48550/arxiv.2605.11631"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.11631","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.11631","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.11631","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5136037137","display_name":"Chen Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao, Chen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114373348","display_name":"Parsa Poorsistani","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Poorsistani, Parsa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136041084","display_name":"Mohammad Goudarzi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Goudarzi, Mohammad","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136005070","display_name":"Tawfiq Islam","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Islam, Tawfiq","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5133555598","display_name":"Adel N. Toosi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Toosi, Adel N.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9390000104904175,"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":0.9390000104904175,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.027799999341368675,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.005799999926239252,"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/provisioning","display_name":"Provisioning","score":0.4950999915599823},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4634000062942505},{"id":"https://openalex.org/keywords/graph-partition","display_name":"Graph partition","score":0.4083999991416931},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.40230000019073486},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.3901999890804291},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.3653999865055084},{"id":"https://openalex.org/keywords/elasticity","display_name":"Elasticity (physics)","score":0.35109999775886536},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.33559998869895935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8533999919891357},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.729200005531311},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.4950999915599823},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4634000062942505},{"id":"https://openalex.org/C48903430","wikidata":"https://www.wikidata.org/wiki/Q491370","display_name":"Graph partition","level":3,"score":0.4083999991416931},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.40230000019073486},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.3901999890804291},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.3653999865055084},{"id":"https://openalex.org/C121854251","wikidata":"https://www.wikidata.org/wiki/Q62932","display_name":"Elasticity (physics)","level":2,"score":0.35109999775886536},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3450999855995178},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.33559998869895935},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.329800009727478},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.3160000145435333},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.3102000057697296},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.2944999933242798},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.28760001063346863},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.2847000062465668},{"id":"https://openalex.org/C2777480716","wikidata":"https://www.wikidata.org/wiki/Q23582796","display_name":"Resource consumption","level":2,"score":0.28279998898506165},{"id":"https://openalex.org/C2777958785","wikidata":"https://www.wikidata.org/wiki/Q17120940","display_name":"Resource efficiency","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C138959212","wikidata":"https://www.wikidata.org/wiki/Q1806783","display_name":"Load balancing (electrical power)","level":3,"score":0.2669000029563904},{"id":"https://openalex.org/C56348326","wikidata":"https://www.wikidata.org/wiki/Q1047554","display_name":"Mutual exclusion","level":2,"score":0.26460000872612},{"id":"https://openalex.org/C16311509","wikidata":"https://www.wikidata.org/wiki/Q4148050","display_name":"Dependency graph","level":3,"score":0.2628999948501587},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.26249998807907104},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.26159998774528503}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.11631","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.11631","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.11631","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.11631","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.5044000148773193}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Graph":[0],"processing":[1,69,197],"systems":[2,44,143],"are":[3,113],"essential":[4],"for":[5,86,102,108],"analyzing":[6],"large-scale":[7],"data":[8],"with":[9,174],"complex":[10],"relationships,":[11],"yet":[12],"most":[13],"existing":[14,41,141],"frameworks":[15,169],"rely":[16],"on":[17,72,170],"statically":[18],"provisioned":[19],"clusters,":[20],"resulting":[21],"in":[22,148],"poor":[23],"elasticity":[24],"and":[25,37,54,66,81,88,105,130,137,151,183,199],"inefficient":[26,51],"resource":[27,153],"utilization":[28],"under":[29,159],"dynamic":[30],"workloads.":[31,172],"Serverless":[32],"computing":[33],"offers":[34],"automatic":[35],"scaling":[36],"fine-grained":[38,92],"billing,":[39],"but":[40],"serverless":[42,73,117,189,195],"graph":[43,68,135,196],"suffer":[45],"from":[46],"performance":[47,110,165],"limitations":[48],"due":[49],"to":[50,146,157,180],"state":[52],"management":[53],"high":[55],"communication":[56],"overhead":[57],"through":[58],"external":[59,84],"storage.":[60],"We":[61],"present":[62],"GraphFlash,":[63],"a":[64,77],"fast":[65],"elastic":[67],"framework":[70],"built":[71],"infrastructure.":[74],"GraphFlash":[75,119,139,193],"adopts":[76],"subgraph-centric":[78],"programming":[79],"model":[80],"leverages":[82],"shared":[83],"storage":[85],"coordination":[87],"communication,":[89],"enabling":[90],"stateless,":[91],"function":[93],"execution.":[94],"It":[95],"supports":[96],"two":[97],"execution":[98,149],"modes:":[99],"rotating":[100],"mode":[101,107],"resource-constrained":[103],"environments":[104],"pinned":[106],"higher":[109],"when":[111],"resources":[112],"sufficient.":[114],"To":[115],"address":[116],"limitations,":[118],"introduces":[120],"system-level":[121],"optimizations,":[122],"including":[123],"partition-aware":[124],"key":[125],"aggregation,":[126],"intra-function":[127],"partition":[128],"co-location,":[129],"superstep-aware":[131],"activation.":[132],"Across":[133],"multiple":[134],"algorithms":[136],"datasets,":[138],"outperforms":[140],"serverless-compatible":[142],"by":[144,155],"up":[145,156,179],"127x":[147],"time":[150],"reduces":[152],"consumption":[154],"98%":[158],"higher-resource":[160],"configurations,":[161],"while":[162],"matching":[163],"the":[164],"of":[166],"traditional":[167],"distributed":[168],"large":[171],"Even":[173],"limited":[175],"resources,":[176],"it":[177],"achieves":[178],"48x":[181],"speedup":[182],"99.97%":[184],"cost":[185],"reduction":[186],"over":[187],"prior":[188],"solutions,":[190],"demonstrating":[191],"that":[192],"makes":[194],"practical":[198],"performant.":[200]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-14T00:00:00"}
