{"id":"https://openalex.org/W4281648442","doi":"https://doi.org/10.1145/3542700.3542711","title":"No PANE, No Gain","display_name":"No PANE, No Gain","publication_year":2022,"publication_date":"2022-05-31","ids":{"openalex":"https://openalex.org/W4281648442","doi":"https://doi.org/10.1145/3542700.3542711"},"language":"en","primary_location":{"id":"doi:10.1145/3542700.3542711","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3542700.3542711","pdf_url":null,"source":{"id":"https://openalex.org/S47508943","display_name":"ACM SIGMOD Record","issn_l":"0163-5808","issn":["0163-5808","1943-5835"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGMOD Record","raw_type":"journal-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/A5040420455","display_name":"Renchi Yang","orcid":"https://orcid.org/0000-0002-7284-3096"},"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":true,"raw_author_name":"Renchi Yang","raw_affiliation_strings":["National University of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007796732","display_name":"J. Y. Shi","orcid":"https://orcid.org/0000-0002-0465-1551"},"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":"Jieming Shi","raw_affiliation_strings":["Hong Kong Polytechnic University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Polytechnic University","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010903591","display_name":"Xiaokui Xiao","orcid":"https://orcid.org/0000-0003-0914-4580"},"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":"Xiaokui Xiao","raw_affiliation_strings":["National University of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034022345","display_name":"Yin Yang","orcid":"https://orcid.org/0000-0002-0549-3882"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Yin Yang","raw_affiliation_strings":["Hamad bin Khalifa University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hamad bin Khalifa University","institution_ids":["https://openalex.org/I4210144839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061002947","display_name":"Sourav S. Bhowmick","orcid":"https://orcid.org/0000-0003-1957-8016"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Sourav S. Bhowmick","raw_affiliation_strings":["Nanyang Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101415161","display_name":"Juncheng Liu","orcid":"https://orcid.org/0000-0002-5895-0581"},"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":"Juncheng Liu","raw_affiliation_strings":["National University of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5040420455"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":0.4162,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.67321642,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"51","issue":"1","first_page":"42","last_page":"49"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9973000288009644,"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/T11478","display_name":"Caching and Content Delivery","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8967375755310059},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7557278275489807},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.7081136107444763},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.6116454601287842},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6084109544754028},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6067631244659424},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5326344966888428},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5188554525375366},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4377545118331909},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4219488501548767},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4095796048641205},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3479710519313812},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34673571586608887},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22269585728645325},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.19427582621574402},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.13076794147491455},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10536298155784607}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8967375755310059},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7557278275489807},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.7081136107444763},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.6116454601287842},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6084109544754028},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6067631244659424},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5326344966888428},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5188554525375366},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4377545118331909},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4219488501548767},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4095796048641205},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3479710519313812},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34673571586608887},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22269585728645325},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.19427582621574402},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.13076794147491455},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10536298155784607},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3542700.3542711","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3542700.3542711","pdf_url":null,"source":{"id":"https://openalex.org/S47508943","display_name":"ACM SIGMOD Record","issn_l":"0163-5808","issn":["0163-5808","1943-5835"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGMOD Record","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1593045043","https://openalex.org/W2114535528","https://openalex.org/W2126124689","https://openalex.org/W2177697562","https://openalex.org/W2242161203","https://openalex.org/W2618018983","https://openalex.org/W2784053634","https://openalex.org/W2809219720","https://openalex.org/W2897117569","https://openalex.org/W2908461307","https://openalex.org/W2914080035","https://openalex.org/W2945266622","https://openalex.org/W2962975498","https://openalex.org/W2965080627","https://openalex.org/W3007813770","https://openalex.org/W4255889623"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"Given":[0],"a":[1,10,25,39,78,116,122,128,133],"graph":[2],"G":[3,23],"where":[4],"each":[5,19],"node":[6,20,98],"is":[7],"associated":[8],"with":[9],"set":[11],"of":[12,41,59,157,163],"attributes,":[13],"attributed":[14],"network":[15],"embedding":[16],"(ANE)":[17],"maps":[18],"v":[21],"2":[22],"to":[24,49,53,71,111],"compact":[26],"vector":[27],"Xv,":[28],"which":[29],"can":[30],"be":[31],"used":[32],"in":[33,38,77,115,155],"downstream":[34],"machine":[35],"learning":[36],"tasks":[37],"variety":[40],"applications.":[42],"Existing":[43],"ANE":[44,72,114],"solutions":[45],"do":[46],"not":[47],"scale":[48,112],"massive":[50,75],"graphs":[51,76],"due":[52],"prohibitive":[54],"computation":[55,73],"costs":[56],"or":[57],"generation":[58],"low-quality":[60],"embeddings.":[61],"This":[62],"paper":[63],"proposes":[64],"PANE,":[65],"an":[66],"effective":[67],"and":[68,97,137],"scalable":[69],"approach":[70],"for":[74,90],"single":[79,117],"server":[80],"that":[81,148],"achieves":[82],"state-of-the-art":[83],"result":[84,158],"quality":[85],"on":[86,127],"multiple":[87],"benchmark":[88],"datasets":[89],"two":[91],"common":[92],"prediction":[93,96],"tasks:":[94],"link":[95],"classification.":[99],"Under":[100],"the":[101],"hood,":[102],"PANE":[103,149],"takes":[104],"inspiration":[105],"from":[106],"well-established":[107],"data":[108],"management":[109],"techniques":[110],"up":[113],"server.":[118],"Specifically,":[119],"it":[120],"exploits":[121],"carefully":[123],"formulated":[124],"problem":[125],"based":[126],"novel":[129],"random":[130],"walk":[131],"model,":[132],"highly":[134],"efficient":[135],"solver,":[136],"non-trivial":[138],"parallelization":[139],"by":[140],"utilizing":[141],"modern":[142],"multi-core":[143],"CPUs.":[144],"Extensive":[145],"experiments":[146],"demonstrate":[147],"consistently":[150],"outperforms":[151],"all":[152],"existing":[153],"methods":[154],"terms":[156],"quality,":[159],"while":[160],"being":[161],"orders":[162],"magnitude":[164],"faster.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2022-06-13T00:00:00"}
