{"id":"https://openalex.org/W4414199199","doi":"https://doi.org/10.1109/dac63849.2025.11133339","title":"LearnGraph: A Learning-Based Architecture for Dynamic Graph Processing","display_name":"LearnGraph: A Learning-Based Architecture for Dynamic Graph Processing","publication_year":2025,"publication_date":"2025-06-22","ids":{"openalex":"https://openalex.org/W4414199199","doi":"https://doi.org/10.1109/dac63849.2025.11133339"},"language":"en","primary_location":{"id":"doi:10.1109/dac63849.2025.11133339","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac63849.2025.11133339","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 62nd ACM/IEEE Design Automation Conference (DAC)","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/A5100384168","display_name":"Lingling Zhang","orcid":"https://orcid.org/0000-0003-4845-9868"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lingling Zhang","raw_affiliation_strings":["Capital Normal University"],"affiliations":[{"raw_affiliation_string":"Capital Normal University","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006030692","display_name":"Yijian Wu","orcid":"https://orcid.org/0000-0001-9290-2068"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijian Wu","raw_affiliation_strings":["Capital Normal University"],"affiliations":[{"raw_affiliation_string":"Capital Normal University","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054285749","display_name":"Hong Jiang","orcid":"https://orcid.org/0000-0002-1477-9751"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hong Jiang","raw_affiliation_strings":["University of Texas at Arlington"],"affiliations":[{"raw_affiliation_string":"University of Texas at Arlington","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101834340","display_name":"Ziyu Zhou","orcid":"https://orcid.org/0009-0000-7725-8657"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyu Zhou","raw_affiliation_strings":["Capital Normal University"],"affiliations":[{"raw_affiliation_string":"Capital Normal University","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109199366","display_name":"Tiancheng Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiancheng Lu","raw_affiliation_strings":["Capital Normal University"],"affiliations":[{"raw_affiliation_string":"Capital Normal University","institution_ids":["https://openalex.org/I96852419"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100384168"],"corresponding_institution_ids":["https://openalex.org/I96852419"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13480432,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9789999723434448,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9789999723434448,"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":0.9750000238418579,"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":0.9735000133514404,"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/graph","display_name":"Graph","score":0.546500027179718},{"id":"https://openalex.org/keywords/topological-graph-theory","display_name":"Topological graph theory","score":0.42289999127388},{"id":"https://openalex.org/keywords/power-graph-analysis","display_name":"Power graph analysis","score":0.3806999921798706},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.37610000371932983},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.37119999527931213},{"id":"https://openalex.org/keywords/data-structure","display_name":"Data structure","score":0.33980000019073486},{"id":"https://openalex.org/keywords/graph-algorithms","display_name":"Graph algorithms","score":0.3276999890804291},{"id":"https://openalex.org/keywords/graph-database","display_name":"Graph database","score":0.3172999918460846}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.803600013256073},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.546500027179718},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4927000105381012},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4478999972343445},{"id":"https://openalex.org/C157406716","wikidata":"https://www.wikidata.org/wiki/Q4115842","display_name":"Topological graph theory","level":5,"score":0.42289999127388},{"id":"https://openalex.org/C106937863","wikidata":"https://www.wikidata.org/wiki/Q7236518","display_name":"Power graph analysis","level":3,"score":0.3806999921798706},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.37610000371932983},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.37119999527931213},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3434999883174896},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C2986651925","wikidata":"https://www.wikidata.org/wiki/Q1514868","display_name":"Graph algorithms","level":3,"score":0.3276999890804291},{"id":"https://openalex.org/C176225458","wikidata":"https://www.wikidata.org/wiki/Q595971","display_name":"Graph database","level":3,"score":0.3172999918460846},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.31470000743865967},{"id":"https://openalex.org/C106891557","wikidata":"https://www.wikidata.org/wiki/Q4148051","display_name":"Wait-for graph","level":4,"score":0.3118000030517578},{"id":"https://openalex.org/C27458966","wikidata":"https://www.wikidata.org/wiki/Q1187693","display_name":"Control flow graph","level":2,"score":0.3089999854564667},{"id":"https://openalex.org/C2779602883","wikidata":"https://www.wikidata.org/wiki/Q15544750","display_name":"Memory architecture","level":2,"score":0.30649998784065247},{"id":"https://openalex.org/C558772884","wikidata":"https://www.wikidata.org/wiki/Q1508564","display_name":"Graph rewriting","level":3,"score":0.3057999908924103},{"id":"https://openalex.org/C64339825","wikidata":"https://www.wikidata.org/wiki/Q722659","display_name":"Graph property","level":5,"score":0.2913999855518341},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.28459998965263367},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C146380142","wikidata":"https://www.wikidata.org/wiki/Q1137726","display_name":"Directed graph","level":2,"score":0.2533999979496002},{"id":"https://openalex.org/C80899671","wikidata":"https://www.wikidata.org/wiki/Q1304193","display_name":"Vertex (graph theory)","level":3,"score":0.25099998712539673},{"id":"https://openalex.org/C148067565","wikidata":"https://www.wikidata.org/wiki/Q3323718","display_name":"Moral graph","level":5,"score":0.2508000135421753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dac63849.2025.11133339","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac63849.2025.11133339","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 62nd ACM/IEEE Design Automation Conference (DAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2068015060","https://openalex.org/W2069574596","https://openalex.org/W2073415627","https://openalex.org/W2747270378","https://openalex.org/W2945486614","https://openalex.org/W2962771342","https://openalex.org/W2963212338","https://openalex.org/W2979858238","https://openalex.org/W2999149038","https://openalex.org/W3007195951","https://openalex.org/W3029564598","https://openalex.org/W3116457585","https://openalex.org/W3139991122","https://openalex.org/W3157531038","https://openalex.org/W3159314463","https://openalex.org/W3164254023","https://openalex.org/W3175994815","https://openalex.org/W3191648064","https://openalex.org/W3195621029","https://openalex.org/W3217295214","https://openalex.org/W4210798430","https://openalex.org/W4255889623","https://openalex.org/W4281719209","https://openalex.org/W4283321525","https://openalex.org/W4312621027","https://openalex.org/W4317767825","https://openalex.org/W4386764630","https://openalex.org/W4394923309"],"related_works":[],"abstract_inverted_index":{"Dynamic":[0],"graph":[1,31,49,66,96,117],"processing":[2,107],"systems":[3],"using":[4],"conventional":[5],"array-based":[6],"architectures":[7],"face":[8],"significant":[9],"throughput":[10,102],"limitations":[11],"due":[12],"to":[13,68,112],"inefficient":[14],"memory":[15,43,82],"access":[16,52,86],"and":[17,51,71,74,105],"index":[18,63],"management.":[19],"While":[20],"learned":[21,62],"indexes":[22],"improve":[23],"data":[24],"structure":[25,78],"access,":[26],"they":[27],"struggle":[28],"with":[29,39],"interconnected":[30],"data.":[32],"We":[33],"present":[34],"LearnGraph,":[35],"a":[36,60],"novel":[37],"architecture":[38],"an":[40,75],"adaptive":[41,76],"tree-based":[42],"manager":[44],"that":[45,79,91],"dynamically":[46],"optimizes":[47],"for":[48,65],"topology":[50,67],"patterns.":[53,87],"Our":[54],"design":[55],"integrates":[56],"two":[57],"key":[58],"components:":[59],"hierarchical":[61],"optimized":[64],"predict":[69],"vertex":[70],"edge":[72],"locations,":[73],"tree":[77],"automatically":[80],"reorganizes":[81],"regions":[83],"based":[84],"on":[85,103],"Evaluation":[88],"results":[89],"demonstrate":[90],"LearnGraph":[92],"outperforms":[93],"state-of-theart":[94],"dynamic":[95],"systems,":[97],"achieving":[98],"$3.4":[99],"\\times$":[100,111,114],"higher":[101],"average":[104],"reducing":[106],"time":[108],"by":[109],"$1.7":[110],"$11":[113],"across":[115],"standard":[116],"workloads.":[118]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
