{"id":"https://openalex.org/W4401863665","doi":"https://doi.org/10.1145/3637528.3671603","title":"GraphStorm: All-in-one Graph Machine Learning Framework for Industry Applications","display_name":"GraphStorm: All-in-one Graph Machine Learning Framework for Industry Applications","publication_year":2024,"publication_date":"2024-08-24","ids":{"openalex":"https://openalex.org/W4401863665","doi":"https://doi.org/10.1145/3637528.3671603"},"language":"en","primary_location":{"id":"doi:10.1145/3637528.3671603","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3637528.3671603","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3637528.3671603","source":null,"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 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3637528.3671603","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060763203","display_name":"Da Zheng","orcid":"https://orcid.org/0000-0001-8115-5415"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Da Zheng","raw_affiliation_strings":["Amazon AWS AI, Santa Clara, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8115-5415","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101675531","display_name":"Xiang Song","orcid":"https://orcid.org/0000-0001-5030-5054"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiang Song","raw_affiliation_strings":["Amazon AWS AI, Santa Clara, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-5030-5054","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055199412","display_name":"Qi Zhu","orcid":"https://orcid.org/0000-0003-0129-8542"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi Zhu","raw_affiliation_strings":["Amazon AWS AI, Santa Clara, CA, USA"],"raw_orcid":"https://orcid.org/0000-0003-0129-8542","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101472428","display_name":"Jian Zhang","orcid":"https://orcid.org/0009-0004-6007-2003"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jian Zhang","raw_affiliation_strings":["Amazon AWS AI, Santa Clara, CA, USA"],"raw_orcid":"https://orcid.org/0009-0004-6007-2003","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056353088","display_name":"Theodore Vasiloudis","orcid":"https://orcid.org/0000-0002-8180-7521"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Theodore Vasiloudis","raw_affiliation_strings":["Amazon AWS AI, Seattle, WA, USA"],"raw_orcid":"https://orcid.org/0000-0002-8180-7521","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039808988","display_name":"Runjie Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Runjie Ma","raw_affiliation_strings":["Amazon AWS AI, Santa Clara, CA, USA"],"raw_orcid":"https://orcid.org/0009-0003-6289-680X","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028155676","display_name":"Houyu Zhang","orcid":"https://orcid.org/0009-0006-4579-0685"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]},{"id":"https://openalex.org/I4210133358","display_name":"Search","ror":"https://ror.org/03f78hn46","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210133358"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Houyu Zhang","raw_affiliation_strings":["Amazon Search AI, Seattle, WA, USA"],"raw_orcid":"https://orcid.org/0009-0006-4579-0685","affiliations":[{"raw_affiliation_string":"Amazon Search AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040","https://openalex.org/I4210133358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100784336","display_name":"Zichen Wang","orcid":"https://orcid.org/0000-0002-1415-1286"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zichen Wang","raw_affiliation_strings":["Amazon AWS AI, New York, NY, USA"],"raw_orcid":"https://orcid.org/0000-0002-1415-1286","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, New York, NY, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016551629","display_name":"Soji Adeshina","orcid":"https://orcid.org/0000-0003-3945-3640"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Soji Adeshina","raw_affiliation_strings":["Amazon AWS AI, Santa Clara, CA, USA"],"raw_orcid":"https://orcid.org/0000-0003-3945-3640","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063948428","display_name":"Israt Nisa","orcid":"https://orcid.org/0000-0001-5022-5716"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Israt Nisa","raw_affiliation_strings":["Amazon AWS AI, Santa Clara, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-5022-5716","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012793114","display_name":"Alejandro Mottini","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]},{"id":"https://openalex.org/I4210133358","display_name":"Search","ror":"https://ror.org/03f78hn46","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210133358"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alejandro Mottini","raw_affiliation_strings":["Amazon Search AI, Seattle, WA, USA"],"raw_orcid":"https://orcid.org/0009-0002-5880-9884","affiliations":[{"raw_affiliation_string":"Amazon Search AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040","https://openalex.org/I4210133358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068272021","display_name":"Qingjun Cui","orcid":"https://orcid.org/0000-0002-6600-9804"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]},{"id":"https://openalex.org/I4210133358","display_name":"Search","ror":"https://ror.org/03f78hn46","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210133358"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qingjun Cui","raw_affiliation_strings":["Amazon Search AI, Palo Alto, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-6600-9804","affiliations":[{"raw_affiliation_string":"Amazon Search AI, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1311688040","https://openalex.org/I4210133358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006581225","display_name":"Huzefa Rangwala","orcid":"https://orcid.org/0000-0003-0435-0035"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huzefa Rangwala","raw_affiliation_strings":["Amazon AWS AI, Washington, D.C., USA"],"raw_orcid":"https://orcid.org/0000-0003-0435-0035","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Washington, D.C., USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082750097","display_name":"Belinda Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Belinda Zeng","raw_affiliation_strings":["Amazon SP, Seattle, WA, USA"],"raw_orcid":"https://orcid.org/0009-0002-5446-0523","affiliations":[{"raw_affiliation_string":"Amazon SP, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035605036","display_name":"Christos Faloutsos","orcid":"https://orcid.org/0000-0003-2996-9790"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christos Faloutsos","raw_affiliation_strings":["Amazon AWS AI, Seattle, WA, USA"],"raw_orcid":"https://orcid.org/0000-0003-2996-9790","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082384108","display_name":"George Karypis","orcid":"https://orcid.org/0000-0003-2753-1437"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"George Karypis","raw_affiliation_strings":["Amazon AWS AI, Santa Clara, CA, USA"],"raw_orcid":"https://orcid.org/0000-0003-2753-1437","affiliations":[{"raw_affiliation_string":"Amazon AWS AI, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":16,"corresponding_author_ids":["https://openalex.org/A5060763203"],"corresponding_institution_ids":["https://openalex.org/I1311688040"],"apc_list":null,"apc_paid":null,"fwci":0.9934,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.80050955,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"6356","last_page":"6367"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9994999766349792,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9803000092506409,"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":0.7179677486419678},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.44420167803764343},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3381291925907135},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.30159783363342285}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7179677486419678},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.44420167803764343},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3381291925907135},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.30159783363342285}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3637528.3671603","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3637528.3671603","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3637528.3671603","source":null,"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 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3637528.3671603","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3637528.3671603","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3637528.3671603","source":null,"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 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4401863665.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1932742904","https://openalex.org/W2027731328","https://openalex.org/W2070232376","https://openalex.org/W2340222647","https://openalex.org/W2604314403","https://openalex.org/W2624431344","https://openalex.org/W2906413107","https://openalex.org/W2918342466","https://openalex.org/W2926442184","https://openalex.org/W2970929262","https://openalex.org/W2995533131","https://openalex.org/W3010555542","https://openalex.org/W3012871709","https://openalex.org/W3035403290","https://openalex.org/W3093166425","https://openalex.org/W3202477519","https://openalex.org/W3207031492","https://openalex.org/W3210361503","https://openalex.org/W3213907970","https://openalex.org/W4205241946","https://openalex.org/W4283366315","https://openalex.org/W4283391386","https://openalex.org/W4307477897","https://openalex.org/W4367046913","https://openalex.org/W4379539720","https://openalex.org/W6687322159","https://openalex.org/W6757586295","https://openalex.org/W6838902736"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Graph":[0],"machine":[1],"learning":[2],"(GML)":[3],"is":[4,134],"effective":[5],"in":[6,90,130,136],"many":[7,72],"business":[8],"applications.":[9],"However,":[10],"making":[11],"GML":[12,74],"easy":[13],"to":[14,18,51,77,107],"use":[15],"and":[16,41,58,61,82,100,105,118],"applicable":[17],"industry":[19,125],"applications":[20,126],"with":[21,63,96],"massive":[22],"datasets":[23],"remain":[24],"challenging.":[25],"We":[26],"developed":[27],"GraphStorm,":[28],"which":[29],"provides":[30],"an":[31],"end-to-end":[32],"solution":[33],"for":[34,120],"scalable":[35],"graph":[36,38,56,80],"construction,":[37],"model":[39,59,84,103],"training":[40,60,104],"inference.":[42],"GraphStorm":[43,70,91,114],"has":[44,115],"the":[45],"following":[46],"desirable":[47],"properties:":[48],"(a)":[49],"Easy":[50],"use:":[52],"it":[53],"can":[54,92,101],"perform":[55],"construction":[57],"inference":[62,106],"just":[64],"a":[65,122],"single":[66],"command;":[67],"(b)":[68],"Expert-friendly:":[69],"contains":[71],"advanced":[73],"modeling":[75],"techniques":[76],"handle":[78],"complex":[79],"data":[81],"improve":[83],"performance;":[85],"(c)":[86],"Scalable:":[87],"every":[88],"component":[89],"operate":[93],"on":[94],"graphs":[95],"billions":[97],"of":[98],"nodes":[99],"scale":[102],"different":[108],"hardware":[109],"without":[110],"changing":[111],"any":[112],"code.":[113],"been":[116],"used":[117],"deployed":[119],"over":[121],"<u>dozen</u>":[123],"<u>billion-scale</u>":[124],"after":[127],"its":[128],"release":[129],"May":[131],"2023.":[132],"It":[133],"open-sourced":[135],"Github:":[137],"https://github.com/awslabs/graphstorm.":[138]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
