{"id":"https://openalex.org/W7163062362","doi":"https://doi.org/10.1016/j.neucom.2026.134174","title":"AES-SpMM: Balancing accuracy and speed by adaptive edge sampling strategy to accelerate SpMM in GNNs","display_name":"AES-SpMM: Balancing accuracy and speed by adaptive edge sampling strategy to accelerate SpMM in GNNs","publication_year":2026,"publication_date":"2026-06-01","ids":{"openalex":"https://openalex.org/W7163062362","doi":"https://doi.org/10.1016/j.neucom.2026.134174"},"language":"en","primary_location":{"id":"doi:10.1016/j.neucom.2026.134174","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neucom.2026.134174","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","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/A5111098810","display_name":"Yingchen Song","orcid":"https://orcid.org/0009-0004-3882-7924"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210091467","display_name":"Sichuan Provincial Architectural Design and Research Institute (China)","ror":"https://ror.org/00eqa6a26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210091467"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingchen Song","raw_affiliation_strings":["School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China"],"raw_orcid":"https://orcid.org/0009-0003-8154-9053","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China","institution_ids":["https://openalex.org/I4210091467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137560818","display_name":"Yaobin Wang","orcid":"https://orcid.org/0009-0005-6602-9994"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210091467","display_name":"Sichuan Provincial Architectural Design and Research Institute (China)","ror":"https://ror.org/00eqa6a26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210091467"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yaobin Wang","raw_affiliation_strings":["School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China"],"raw_orcid":"https://orcid.org/0009-0005-6602-9994","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China","institution_ids":["https://openalex.org/I4210091467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137529005","display_name":"Yi Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210091467","display_name":"Sichuan Provincial Architectural Design and Research Institute (China)","ror":"https://ror.org/00eqa6a26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210091467"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Luo","raw_affiliation_strings":["School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China","institution_ids":["https://openalex.org/I4210091467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137612677","display_name":"Huan Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210091467","display_name":"Sichuan Provincial Architectural Design and Research Institute (China)","ror":"https://ror.org/00eqa6a26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210091467"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huan Wu","raw_affiliation_strings":["School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China","institution_ids":["https://openalex.org/I4210091467"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137578562","display_name":"Pingping Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]},{"id":"https://openalex.org/I4210091467","display_name":"Sichuan Provincial Architectural Design and Research Institute (China)","ror":"https://ror.org/00eqa6a26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210091467"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pingping Tang","raw_affiliation_strings":["School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China","institution_ids":["https://openalex.org/I1297991670"]},{"raw_affiliation_string":"Tianfu Institute of Research and Innovation, Southwest University of Science and Technology, Chengdu, 610213, Sichuan, China","institution_ids":["https://openalex.org/I4210091467"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5137560818"],"corresponding_institution_ids":["https://openalex.org/I1297991670","https://openalex.org/I4210091467"],"apc_list":{"value":2470,"currency":"USD","value_usd":2470},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.68423605,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"696","issue":null,"first_page":"134174","last_page":"134174"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.11860000342130661,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.11860000342130661,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10320","display_name":"Neural Networks and Applications","score":0.07940000295639038,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.07180000096559525,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptive-sampling","display_name":"Adaptive sampling","score":0.4731000065803528},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.42419999837875366},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.3986000120639801},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.3163999915122986}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7570000290870667},{"id":"https://openalex.org/C2781395549","wikidata":"https://www.wikidata.org/wiki/Q4680762","display_name":"Adaptive sampling","level":3,"score":0.4731000065803528},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.42419999837875366},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4023999869823456},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.3986000120639801},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35740000009536743},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.3163999915122986},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27970001101493835},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.23430000245571136},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.23389999568462372}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.neucom.2026.134174","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neucom.2026.134174","pdf_url":null,"source":{"id":"https://openalex.org/S45693802","display_name":"Neurocomputing","issn_l":"0925-2312","issn":["0925-2312","1872-8286"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neurocomputing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8122009038925171}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"},{"id":"https://openalex.org/F4320322559","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474"},{"id":"https://openalex.org/F4320322922","display_name":"Department of Science and Technology of Sichuan Province","ror":"https://ror.org/04323m874"},{"id":"https://openalex.org/F4320336736","display_name":"Chengdu Science and Technology Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W3097300053","https://openalex.org/W4280602833","https://openalex.org/W4281653546","https://openalex.org/W4353033316","https://openalex.org/W4378804724","https://openalex.org/W4386154677","https://openalex.org/W4390783039","https://openalex.org/W4402043139","https://openalex.org/W4409002539"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-06-02T00:00:00"}
