{"id":"https://openalex.org/W3081031082","doi":"https://doi.org/10.1145/3394486.3406712","title":"Scalable Graph Neural Networks with Deep Graph Library","display_name":"Scalable Graph Neural Networks with Deep Graph Library","publication_year":2020,"publication_date":"2020-08-20","ids":{"openalex":"https://openalex.org/W3081031082","doi":"https://doi.org/10.1145/3394486.3406712","mag":"3081031082"},"language":"en","primary_location":{"id":"doi:10.1145/3394486.3406712","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3394486.3406712","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining","raw_type":"proceedings-article"},"type":"article","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/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, Palo Alto, CA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101452217","display_name":"Minjie Wang","orcid":"https://orcid.org/0000-0001-8830-6079"},"institutions":[{"id":"https://openalex.org/I3132425485","display_name":"Shanghai American School","ror":"https://ror.org/03xzda142","country_code":"CN","type":"education","lineage":["https://openalex.org/I3132425485"]},{"id":"https://openalex.org/I4391012619","display_name":"Shanghai Artificial Intelligence Laboratory","ror":"https://ror.org/03wkvpx79","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391012619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minjie Wang","raw_affiliation_strings":["AWS Shanghai AI Lab, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"AWS Shanghai AI Lab, Shanghai, China","institution_ids":["https://openalex.org/I3132425485","https://openalex.org/I4391012619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102758353","display_name":"Quan Gan","orcid":"https://orcid.org/0000-0002-2848-4081"},"institutions":[{"id":"https://openalex.org/I4391012619","display_name":"Shanghai Artificial Intelligence Laboratory","ror":"https://ror.org/03wkvpx79","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391012619"]},{"id":"https://openalex.org/I3132425485","display_name":"Shanghai American School","ror":"https://ror.org/03xzda142","country_code":"CN","type":"education","lineage":["https://openalex.org/I3132425485"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quan Gan","raw_affiliation_strings":["AWS Shanghai AI Lab, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"AWS Shanghai AI Lab, Shanghai, China","institution_ids":["https://openalex.org/I3132425485","https://openalex.org/I4391012619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100459168","display_name":"Zheng Zhang","orcid":"https://orcid.org/0000-0003-1470-6998"},"institutions":[{"id":"https://openalex.org/I4391012619","display_name":"Shanghai Artificial Intelligence Laboratory","ror":"https://ror.org/03wkvpx79","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391012619"]},{"id":"https://openalex.org/I3132425485","display_name":"Shanghai American School","ror":"https://ror.org/03xzda142","country_code":"CN","type":"education","lineage":["https://openalex.org/I3132425485"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Zhang","raw_affiliation_strings":["AWS Shanghai AI Lab, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"AWS Shanghai AI Lab, Shanghai, China","institution_ids":["https://openalex.org/I3132425485","https://openalex.org/I4391012619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062596290","display_name":"Geroge Karypis","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Geroge Karypis","raw_affiliation_strings":["AWS AI, Palo Alto, CA, USA"],"affiliations":[{"raw_affiliation_string":"AWS AI, Palo Alto, CA, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5060763203"],"corresponding_institution_ids":["https://openalex.org/I1311688040"],"apc_list":null,"apc_paid":null,"fwci":0.7954,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.78442475,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"3521","last_page":"3522"},"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9757999777793884,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7509636878967285},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6815245747566223},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5516682863235474},{"id":"https://openalex.org/keywords/statistical-relational-learning","display_name":"Statistical relational learning","score":0.4911791980266571},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48107337951660156},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48020753264427185},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.46226584911346436},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43831437826156616},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43511962890625},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.411684513092041},{"id":"https://openalex.org/keywords/relational-database","display_name":"Relational database","score":0.32986778020858765},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3035203218460083},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09170511364936829}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7509636878967285},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6815245747566223},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5516682863235474},{"id":"https://openalex.org/C177877439","wikidata":"https://www.wikidata.org/wiki/Q7604413","display_name":"Statistical relational learning","level":3,"score":0.4911791980266571},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48107337951660156},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48020753264427185},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.46226584911346436},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43831437826156616},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43511962890625},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.411684513092041},{"id":"https://openalex.org/C5655090","wikidata":"https://www.wikidata.org/wiki/Q192588","display_name":"Relational database","level":2,"score":0.32986778020858765},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3035203218460083},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09170511364936829}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3394486.3406712","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3394486.3406712","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2624431344","https://openalex.org/W2807021761","https://openalex.org/W2897862648","https://openalex.org/W3100848837","https://openalex.org/W4294558607"],"related_works":["https://openalex.org/W3181676408","https://openalex.org/W2112176619","https://openalex.org/W1549959306","https://openalex.org/W320292658","https://openalex.org/W2212764924","https://openalex.org/W2186138942","https://openalex.org/W2806326686","https://openalex.org/W2001007279","https://openalex.org/W2079674650","https://openalex.org/W2945061532"],"abstract_inverted_index":{"Learning":[0],"from":[1],"graph":[2,58],"and":[3,24,28,59,88],"relational":[4,60],"data":[5],"plays":[6],"a":[7,42],"major":[8],"role":[9],"in":[10],"many":[11,93],"applications":[12],"including":[13],"social":[14],"network":[15],"analysis,":[16],"marketing,":[17],"e-commerce,":[18],"information":[19],"retrieval,":[20],"knowledge":[21],"modeling,":[22],"medical":[23],"biological":[25],"sciences,":[26],"engineering,":[27],"others.":[29],"In":[30,91],"the":[31,51,95],"last":[32],"few":[33],"years,":[34],"Graph":[35],"Neural":[36],"Networks":[37],"(GNNs)":[38],"have":[39,105],"emerged":[40],"as":[41,77],"promising":[43],"new":[44],"supervised":[45],"learning":[46,56],"framework":[47],"capable":[48],"of":[49,53,65,94],"bringing":[50],"power":[52],"deep":[54],"representation":[55],"to":[57,104,108],"data.":[61],"This":[62],"ever-growing":[63],"body":[64],"research":[66],"has":[67],"shown":[68],"that":[69],"GNNs":[70],"achieve":[71],"state-of-the-art":[72],"performance":[73],"for":[74],"problems":[75],"such":[76],"link":[78],"prediction,":[79,85],"fraud":[80],"detection,":[81],"target-ligand":[82],"binding":[83],"activity":[84],"knowledge-graph":[86],"completion,":[87],"product":[89],"recommendations.":[90],"practice,":[92],"real-world":[96],"graphs":[97,113],"are":[98],"very":[99],"large.":[100],"It":[101],"is":[102],"urgent":[103],"scalable":[106],"solutions":[107],"train":[109],"GNN":[110],"on":[111],"large":[112],"efficiently.":[114]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}