{"id":"https://openalex.org/W3193327410","doi":"https://doi.org/10.1109/tcad.2021.3052138","title":"Cambricon-G: A Polyvalent Energy-Efficient Accelerator for Dynamic Graph Neural Networks","display_name":"Cambricon-G: A Polyvalent Energy-Efficient Accelerator for Dynamic Graph Neural Networks","publication_year":2021,"publication_date":"2021-02-25","ids":{"openalex":"https://openalex.org/W3193327410","doi":"https://doi.org/10.1109/tcad.2021.3052138","mag":"3193327410"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2021.3052138","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2021.3052138","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","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/A5074071197","display_name":"Xinkai Song","orcid":"https://orcid.org/0000-0003-3458-1555"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4401726770","display_name":"Cambricon (China)","ror":"https://ror.org/00r2rga43","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726770"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinkai Song","raw_affiliation_strings":["Cambricon Technologies, Beijing, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3458-1555","affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103851187","display_name":"Tian Zhi","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4401726770","display_name":"Cambricon (China)","ror":"https://ror.org/00r2rga43","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726770"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Zhi","raw_affiliation_strings":["Cambricon Technologies, Beijing, China","State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]},{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081073195","display_name":"Zhe Fan","orcid":"https://orcid.org/0000-0001-8125-8254"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4401726770","display_name":"Cambricon (China)","ror":"https://ror.org/00r2rga43","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726770"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Fan","raw_affiliation_strings":["Cambricon Technologies, Beijing, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100605414","display_name":"Zhenxing Zhang","orcid":"https://orcid.org/0000-0001-9389-4741"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4401726770","display_name":"Cambricon (China)","ror":"https://ror.org/00r2rga43","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726770"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenxing Zhang","raw_affiliation_strings":["Cambricon Technologies, Beijing, China","School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016570913","display_name":"Xi Zeng","orcid":"https://orcid.org/0000-0002-4631-7017"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4401726770","display_name":"Cambricon (China)","ror":"https://ror.org/00r2rga43","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726770"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Zeng","raw_affiliation_strings":["Cambricon Technologies, Beijing, China","State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4631-7017","affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]},{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100318161","display_name":"Wei Li","orcid":"https://orcid.org/0000-0002-3135-0447"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4401726770","display_name":"Cambricon (China)","ror":"https://ror.org/00r2rga43","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726770"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Li","raw_affiliation_strings":["Cambricon Technologies, Beijing, China","State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]},{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101964036","display_name":"Xing Hu","orcid":"https://orcid.org/0000-0002-9979-0561"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing Hu","raw_affiliation_strings":["State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056949827","display_name":"Zidong Du","orcid":"https://orcid.org/0000-0002-7603-4210"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4401726770","display_name":"Cambricon (China)","ror":"https://ror.org/00r2rga43","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726770"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zidong Du","raw_affiliation_strings":["Cambricon Technologies, Beijing, China","State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7603-4210","affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]},{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103063161","display_name":"Qi Guo","orcid":"https://orcid.org/0000-0003-2530-5874"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Guo","raw_affiliation_strings":["State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036492388","display_name":"Yunji Chen","orcid":"https://orcid.org/0000-0003-3925-5185"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunji Chen","raw_affiliation_strings":["Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Beijing, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3925-5185","affiliations":[{"raw_affiliation_string":"Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.6012,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.91264608,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"41","issue":"1","first_page":"116","last_page":"128"},"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":0.9969000220298767,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9962999820709229,"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/computer-science","display_name":"Computer science","score":0.6495362520217896},{"id":"https://openalex.org/keywords/vertex","display_name":"Vertex (graph theory)","score":0.6233342885971069},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5791423916816711},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5273778438568115},{"id":"https://openalex.org/keywords/locality","display_name":"Locality","score":0.4796091318130493},{"id":"https://openalex.org/keywords/identifier","display_name":"Identifier","score":0.4755910634994507},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.43423566222190857},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.426156222820282},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.4152304232120514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3793206810951233},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.27457094192504883}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6495362520217896},{"id":"https://openalex.org/C80899671","wikidata":"https://www.wikidata.org/wiki/Q1304193","display_name":"Vertex (graph theory)","level":3,"score":0.6233342885971069},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5791423916816711},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5273778438568115},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.4796091318130493},{"id":"https://openalex.org/C154504017","wikidata":"https://www.wikidata.org/wiki/Q853614","display_name":"Identifier","level":2,"score":0.4755910634994507},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.43423566222190857},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.426156222820282},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.4152304232120514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3793206810951233},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27457094192504883},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcad.2021.3052138","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2021.3052138","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8899999856948853,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G1183981214","display_name":null,"funder_award_id":"61906179","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1304758712","display_name":null,"funder_award_id":"62002338","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1392138315","display_name":null,"funder_award_id":"JQ18013","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G1675679011","display_name":null,"funder_award_id":"XDC08040102","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"},{"id":"https://openalex.org/G2351125877","display_name":null,"funder_award_id":"61732007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3027545885","display_name":null,"funder_award_id":"61925208","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3203807193","display_name":null,"funder_award_id":"QYZDB-SSW-JSC001","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"},{"id":"https://openalex.org/G354725111","display_name":null,"funder_award_id":"2017YFA0700900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3671925400","display_name":null,"funder_award_id":"61702459","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3680976775","display_name":null,"funder_award_id":"2017YFA0700901","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5130404400","display_name":null,"funder_award_id":"2019B090909005","funder_id":"https://openalex.org/F4320335795","funder_display_name":"Science and Technology Planning Project of Guangdong Province"},{"id":"https://openalex.org/G5349471034","display_name":null,"funder_award_id":"Z191100001119093","funder_id":"https://openalex.org/F4320334978","funder_display_name":"Beijing Nova Program"},{"id":"https://openalex.org/G5465450049","display_name":null,"funder_award_id":"XDC05010300","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"},{"id":"https://openalex.org/G571593048","display_name":null,"funder_award_id":"U20A20227","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6320160638","display_name":null,"funder_award_id":"2017YFA0700902","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6322973505","display_name":null,"funder_award_id":"61732002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6719991245","display_name":null,"funder_award_id":"61702478","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6839492696","display_name":null,"funder_award_id":"U19B2019","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G856171687","display_name":null,"funder_award_id":"XDB32050200","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320334978","display_name":"Beijing Nova Program","ror":"https://ror.org/034k14f91"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335795","display_name":"Science and Technology Planning Project of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1981943579","https://openalex.org/W2002555321","https://openalex.org/W2034861439","https://openalex.org/W2067523571","https://openalex.org/W2152839228","https://openalex.org/W2278868814","https://openalex.org/W2540279855","https://openalex.org/W2583784797","https://openalex.org/W2606722458","https://openalex.org/W2612654866","https://openalex.org/W2612690371","https://openalex.org/W2786103815","https://openalex.org/W2792524085","https://openalex.org/W2795118915","https://openalex.org/W2807021761","https://openalex.org/W2904192253","https://openalex.org/W2906043559","https://openalex.org/W2907101105","https://openalex.org/W2907492528","https://openalex.org/W2962903741","https://openalex.org/W2963406064","https://openalex.org/W2971933740","https://openalex.org/W3017228913","https://openalex.org/W3100848837","https://openalex.org/W3152893301","https://openalex.org/W4212774754","https://openalex.org/W4241140669","https://openalex.org/W4252563462","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6743410771","https://openalex.org/W6753331806"],"related_works":["https://openalex.org/W4378651134","https://openalex.org/W1979633005","https://openalex.org/W2352307597","https://openalex.org/W2163724607","https://openalex.org/W1980092392","https://openalex.org/W2608983118","https://openalex.org/W4318812462","https://openalex.org/W37347591","https://openalex.org/W2118976126","https://openalex.org/W1555349535"],"abstract_inverted_index":{"Graph":[0],"neural":[1,7,67],"networks":[2,8],"(GNNs),":[3],"which":[4,316],"extend":[5],"traditional":[6,146],"for":[9,107,275],"processing":[10,109,214],"graph-structured":[11],"data,":[12],"have":[13],"been":[14],"widely":[15],"used":[16],"in":[17,59,70,218],"many":[18],"fields.":[19],"The":[20,88,116,158,209,237],"GNN":[21,131],"computation":[22,84,125],"mainly":[23,198],"consists":[24,199],"of":[25,77,110,118,126,130,136,149,155,167,200,324],"the":[26,36,40,47,60,71,74,83,123,134,145,153,162,188,195,201,225,231,242,256,287,319],"<italic":[27,41,139,175,189,257],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[28,42,140,176,190,258,297,305],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">edge":[29],"processing</i>":[30,44],"to":[31,45,55,121,133,222,249,269],"generate":[32],"messages":[33],"by":[34,151,173,295],"combining":[35],"edge/vertex":[37],"features":[38,49],"and":[39,66,113,171,182,205,228,245,289,303,321],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">vertex":[43],"update":[46,230],"vertex":[48,72,156,213],"with":[50,234],"aggregated":[51],"messages.":[52],"In":[53,97],"addition":[54],"nontrivial":[56],"vector":[57],"operations":[58,69],"edge":[61],"processing,":[62,73],"huge":[63],"random":[64],"accesses":[65],"network":[68],"graph":[75,150,232],"topology":[76,233],"GNNs":[78],"may":[79],"also":[80],"vary":[81],"during":[82],"(i.e.,":[85],"dynamic":[86,112],"GNNs).":[87],"above":[89],"characteristics":[90],"pose":[91],"significant":[92],"challenges":[93],"on":[94,313],"existing":[95],"architectures.":[96],"this":[98],"article,":[99],"we":[100],"propose":[101],"a":[102,127,219],"novel":[103],"accelerator":[104],"named":[105],"CAMBRICON-G":[106,119,196],"efficient":[108],"both":[111,168,318],"static":[114],"GNNs.":[115],"key":[117],"is":[120,160,267],"abstract":[122],"irregular":[124],"broad":[128],"range":[129],"variants":[132],"process":[135,224],"regularly":[137],"tiled":[138],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">adjacent":[141],"cuboid</i>":[142],"(which":[143],"extends":[144],"adjacent":[147,163],"matrix":[148],"adding":[152],"dimension":[154],"features).":[157],"intuition":[159],"that":[161,281],"cuboid":[164,202],"facilitates":[165],"exploitation":[166],"data":[169,227],"locality":[170],"parallelism":[172],"offering":[174],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">multidimensional":[177,191,259],"multilevel":[178],"tiling</i>":[179,193,261],"(including":[180],"spatial":[181,192],"temporal":[183,260],"tiling)":[184],"opportunities.":[185],"To":[186,254],"perform":[187,255],",":[194,262,311],"architecture":[197],"engine":[203],"(CE)":[204],"hybrid":[206,238],"on-chip":[207,239],"memory.":[208],"CE":[210],"has":[211],"multiple":[212,246],"units":[215],"(VPUs)":[216],"working":[217],"coordinated":[220],"manner":[221],"efficiently":[223],"sparse":[226],"dynamically":[229],"dedicated":[235],"instructions.":[236],"memory":[240,248,252],"contains":[241],"topology-aware":[243],"cache":[244],"scratchpad":[247],"reduce":[250],"off-chip":[251],"access.":[253],"an":[263],"easy-to-use":[264],"programming":[265],"model":[266],"provided":[268],"flexibly":[270],"explore":[271],"different":[272],"tiling":[273],"options":[274],"large":[276],"graphs.":[277],"Experimental":[278],"results":[279],"show":[280],"compared":[282],"against":[283],"Nvidia":[284],"P100":[285],"GPU,":[286],"performance":[288],"energy":[290,322],"efficiency":[291,323],"can":[292],"be":[293],"improved":[294],"<inline-formula":[296,304],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[298,306],"<tex-math":[299,307],"notation=\"LaTeX\">$7.14\\times":[300],"$":[301,309],"</tex-math></inline-formula>":[302,310],"notation=\"LaTeX\">$20.18\\times":[308],"respectively,":[312],"various":[314],"GNNs,":[315],"validates":[317],"versatility":[320],"CAMBRICON-G.":[325]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}