{"id":"https://openalex.org/W4308479188","doi":"https://doi.org/10.1109/tcad.2022.3199152","title":"ReaDy: A ReRAM-Based Processing-in-Memory Accelerator for Dynamic Graph Convolutional Networks","display_name":"ReaDy: A ReRAM-Based Processing-in-Memory Accelerator for Dynamic Graph Convolutional Networks","publication_year":2022,"publication_date":"2022-11-01","ids":{"openalex":"https://openalex.org/W4308479188","doi":"https://doi.org/10.1109/tcad.2022.3199152"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2022.3199152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2022.3199152","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/A5052025786","display_name":"Yu Huang","orcid":"https://orcid.org/0000-0002-3927-1102"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Huang","raw_affiliation_strings":["National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","Zhejiang Laboratory, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3927-1102","affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Zhejiang Laboratory, Hangzhou, China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023600493","display_name":"Long Zheng","orcid":"https://orcid.org/0000-0001-7903-2061"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Zheng","raw_affiliation_strings":["National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","Zhejiang Laboratory, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7903-2061","affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Zhejiang Laboratory, Hangzhou, China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010485648","display_name":"Pengcheng Yao","orcid":"https://orcid.org/0000-0003-4701-2239"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengcheng Yao","raw_affiliation_strings":["National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","Zhejiang Laboratory, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Zhejiang Laboratory, Hangzhou, China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115599465","display_name":"Qinggang Wang","orcid":"https://orcid.org/0000-0002-9951-3345"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinggang Wang","raw_affiliation_strings":["National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","Zhejiang Laboratory, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Zhejiang Laboratory, Hangzhou, China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115053629","display_name":"Haifeng Liu","orcid":"https://orcid.org/0000-0003-3319-254X"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Liu","raw_affiliation_strings":["National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","Zhejiang Laboratory, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3319-254X","affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Zhejiang Laboratory, Hangzhou, China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022398389","display_name":"Xiaofei Liao","orcid":"https://orcid.org/0000-0001-6302-813X"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Liao","raw_affiliation_strings":["National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-6302-813X","affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022262922","display_name":"Hai Jin","orcid":"https://orcid.org/0000-0002-3934-7605"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hai Jin","raw_affiliation_strings":["National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-3934-7605","affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Big Data Technology and System, Service Computing Technology and System Laboratory, Cluster and Grid Computing Laboratory, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024664385","display_name":"Jingling Xue","orcid":"https://orcid.org/0000-0003-0380-3506"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jingling Xue","raw_affiliation_strings":["School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3618,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.90233064,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"41","issue":"11","first_page":"3567","last_page":"3578"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9962999820709229,"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":0.9962999820709229,"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":0.973800003528595,"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/T11478","display_name":"Caching and Content Delivery","score":0.9039999842643738,"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":0.8511687517166138},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6173136830329895},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5651065707206726},{"id":"https://openalex.org/keywords/locality","display_name":"Locality","score":0.5641008019447327},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5388734936714172},{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.5188552141189575},{"id":"https://openalex.org/keywords/xeon","display_name":"Xeon","score":0.5112700462341309},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.495990127325058},{"id":"https://openalex.org/keywords/xeon-phi","display_name":"Xeon Phi","score":0.4554978013038635},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.43864500522613525},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4372149407863617},{"id":"https://openalex.org/keywords/adjacency-list","display_name":"Adjacency list","score":0.4291726052761078},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3646341860294342},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24142858386039734},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13772904872894287}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8511687517166138},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6173136830329895},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5651065707206726},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.5641008019447327},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5388734936714172},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.5188552141189575},{"id":"https://openalex.org/C145108525","wikidata":"https://www.wikidata.org/wiki/Q656154","display_name":"Xeon","level":2,"score":0.5112700462341309},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.495990127325058},{"id":"https://openalex.org/C96972482","wikidata":"https://www.wikidata.org/wiki/Q1049168","display_name":"Xeon Phi","level":2,"score":0.4554978013038635},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.43864500522613525},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4372149407863617},{"id":"https://openalex.org/C110484373","wikidata":"https://www.wikidata.org/wiki/Q264398","display_name":"Adjacency list","level":2,"score":0.4291726052761078},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3646341860294342},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24142858386039734},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13772904872894287},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcad.2022.3199152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2022.3199152","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":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G1129710579","display_name":"\u57fa\u4e8e\u5b58\u5185\u8ba1\u7b97\u7684\u56fe\u8ba1\u7b97\u8f6f\u786c\u534f\u540c\u8bbe\u8ba1\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"62072195","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2326962506","display_name":null,"funder_award_id":"61929103","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2465329715","display_name":null,"funder_award_id":"61832006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4565136922","display_name":null,"funder_award_id":"61825202","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1979585071","https://openalex.org/W2034861439","https://openalex.org/W2064675550","https://openalex.org/W2107631366","https://openalex.org/W2294347342","https://openalex.org/W2399958287","https://openalex.org/W2585720638","https://openalex.org/W2610034660","https://openalex.org/W2770159745","https://openalex.org/W2794952988","https://openalex.org/W2901504064","https://openalex.org/W2904192253","https://openalex.org/W2945211629","https://openalex.org/W2962903741","https://openalex.org/W2964199361","https://openalex.org/W2979310060","https://openalex.org/W2980084320","https://openalex.org/W2996781237","https://openalex.org/W3016832937","https://openalex.org/W3017228913","https://openalex.org/W3026076535","https://openalex.org/W3042493405","https://openalex.org/W3042963200","https://openalex.org/W3043619075","https://openalex.org/W3103168911","https://openalex.org/W3103188330","https://openalex.org/W3105753905","https://openalex.org/W3125484574","https://openalex.org/W3129307903","https://openalex.org/W3155922894","https://openalex.org/W3157609068","https://openalex.org/W3161042355","https://openalex.org/W3162147375","https://openalex.org/W3162699802","https://openalex.org/W3175110359","https://openalex.org/W3185735407","https://openalex.org/W3200735485","https://openalex.org/W3201504383","https://openalex.org/W3206027871","https://openalex.org/W3206743063","https://openalex.org/W3207352241","https://openalex.org/W3210361503","https://openalex.org/W4200388509","https://openalex.org/W4233317171","https://openalex.org/W4243519499","https://openalex.org/W4254672563","https://openalex.org/W4280509186","https://openalex.org/W4280525524","https://openalex.org/W4288419263","https://openalex.org/W6726873649","https://openalex.org/W6736685754","https://openalex.org/W6753846162","https://openalex.org/W6760045743","https://openalex.org/W6776137863"],"related_works":["https://openalex.org/W2526069705","https://openalex.org/W2981664121","https://openalex.org/W2024016913","https://openalex.org/W2328734440","https://openalex.org/W3004176791","https://openalex.org/W2998981376","https://openalex.org/W2170268965","https://openalex.org/W2625835793","https://openalex.org/W2594848936","https://openalex.org/W1664243774"],"abstract_inverted_index":{"Dynamic":[0],"graph":[1,13,25,48],"convolutional":[2,26],"networks":[3,27,39],"(DGCNs)":[4],"have":[5],"emerged":[6],"as":[7],"an":[8,92,110,185,287,299],"effective":[9],"approach":[10],"to":[11,29,41,66,97,133,154,169,188,204],"analyzing":[12],"data":[14,159,167],"that":[15,113],"is":[16,107,126,273],"constantly":[17],"changing.":[18],"The":[19,70],"typical":[20],"DGCNs":[21,56,77,99,122,201],"incorporate":[22],"not":[23],"only":[24],"(GCNs)":[28],"extract":[30],"the":[31,43,87,116,139,156,162,181,190,197,205,223,244],"structural":[32],"information":[33,45],"but":[34],"also":[35,148],"with":[36,91,109,128],"recurrent":[37],"neural":[38],"(RNNs)":[40],"capture":[42],"temporal":[44],"from":[46],"evolving":[47],"data.":[49],"These":[50],"two":[51],"alternative":[52],"execution":[53,74],"kernels":[54,65,120],"of":[55,64,72,76,121,193,200,226,248,290,303],"impose":[57],"unique":[58],"architecture":[59,112],"challenges":[60],"for":[61,138,161],"both":[62],"types":[63],"be":[67],"implemented":[68],"efficiently.":[69],"presence":[71],"complex":[73],"patterns":[75],"renders":[78],"existing":[79],"architectures":[80],"unsuitable.":[81],"In":[82,145,174,267],"this":[83],"article,":[84],"we":[85],"present":[86],"first":[88],"DGCN":[89],"accelerator":[90,280,284],"integrated":[93,111],"architecture,":[94],"named":[95],"ReaDy,":[96],"accelerate":[98],"based":[100],"on":[101,211],"emerging":[102],"PIM-featured":[103],"ReRAM":[104],"architectures.":[105],"ReaDy":[106,125,147,178,221,269],"novel":[108],"enables":[114],"running":[115,210],"GCN":[117,140,279],"and":[118,171,216,234,243,257,282,298],"RNN":[119,163,283],"simultaneously.":[123],"Specifically,":[124],"equipped":[127],"a":[129,150,175,277],"redundancy-free":[130],"scheduling":[131],"mechanism":[132],"alleviate":[134],"intrinsic":[135],"dynamic":[136],"irregularity":[137],"kernel,":[141,164],"improving":[142],"hardware":[143],"utilization.":[144],"addition,":[146,268],"includes":[149],"locality-aware":[151],"dataflow":[152],"strategy":[153],"exploit":[155],"inherent":[157],"intervertex":[158],"locality":[160],"reducing":[165],"superfluous":[166],"accesses":[168,192],"vertices":[170],"weight":[172],"parameters.":[173],"holistic":[176],"view,":[177],"further":[179],"enhances":[180],"entire":[182],"system":[183],"via":[184],"interkernel":[186],"pipeline":[187],"reduce":[189],"off-chip":[191],"intermediate":[194],"results,":[195],"boosting":[196],"overall":[198],"efficiency":[199],"significantly.":[202],"Compared":[203],"state-of-the-art":[206,278],"software":[207],"framework,":[208],"PyGT,":[209],"Intel":[212],"Xeon":[213],"E5-2680v4":[214],"CPU":[215],"NVIDIA":[217],"Ampere":[218],"A100":[219],"GPU,":[220],"achieves":[222],"average":[224,245,288,300],"speedups":[225],"<inline-formula":[227,235,250,258,291,304],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[228,236,251,259,292,305],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[229,237,252,260,293,306],"<tex-math":[230,238,253,261,294,307],"notation=\"LaTeX\">$955\\times":[231],"$":[232,240,255,263,296,309],"</tex-math></inline-formula>":[233,241,256,264,297,310],"notation=\"LaTeX\">$27.33\\times":[239],",":[242,265],"energy":[246,301],"savings":[247],"1":[249],"notation=\"LaTeX\">$093\\times":[254],"notation=\"LaTeX\">$80.21\\times":[262],"respectively.":[266],"outperforms":[270],"ReFlip-ERA,":[271],"which":[272],"obtained":[274],"by":[275,286],"combining":[276],"ReFlip":[281],"ERA-LSTM,":[285],"speedup":[289],"notation=\"LaTeX\">$8.30\\times":[295],"saving":[302],"notation=\"LaTeX\">$7.29\\times":[308],".":[311]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}