{"id":"https://openalex.org/W4401537198","doi":"https://doi.org/10.1109/tcad.2024.3443027","title":"<i>Harmonia</i> : A Unified Architecture for Efficient Deep Symbolic Regression","display_name":"<i>Harmonia</i> : A Unified Architecture for Efficient Deep Symbolic Regression","publication_year":2024,"publication_date":"2024-08-13","ids":{"openalex":"https://openalex.org/W4401537198","doi":"https://doi.org/10.1109/tcad.2024.3443027"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2024.3443027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2024.3443027","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/A5060976129","display_name":"Tianyun Ma","orcid":"https://orcid.org/0009-0006-4204-0686"},"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"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tianyun Ma","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China","University of Science and Technology of China (USTC), Hefei, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"University of Science and Technology of China (USTC), Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012591589","display_name":"Yuanbo Wen","orcid":"https://orcid.org/0000-0002-7775-2724"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","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":"Yuanbo Wen","raw_affiliation_strings":["SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","SKL of Processors, ICT, CAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"SKL of Processors, ICT, CAS, Beijing, China","institution_ids":[]}]},{"author_position":"middle","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":"funder","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":"Xinkai Song","raw_affiliation_strings":["SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","SKL of Processors, ICT, CAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"SKL of Processors, ICT, CAS, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101013442","display_name":"Pengwei Jin","orcid":"https://orcid.org/0000-0002-8267-9824"},"institutions":[{"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":"Pengwei Jin","raw_affiliation_strings":["Cambricon Technologies, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101445948","display_name":"Di Huang","orcid":"https://orcid.org/0000-0002-5371-8169"},"institutions":[{"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/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Huang","raw_affiliation_strings":["SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","SKL of Processors, ICT, CAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"SKL of Processors, ICT, CAS, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055782346","display_name":"Husheng Han","orcid":"https://orcid.org/0000-0003-0873-3471"},"institutions":[{"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":"Husheng Han","raw_affiliation_strings":["Cambricon Technologies, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034237661","display_name":"Ziyuan Nan","orcid":null},"institutions":[{"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":"Ziyuan Nan","raw_affiliation_strings":["Cambricon Technologies, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048605550","display_name":"Zhongkai Yu","orcid":"https://orcid.org/0000-0001-9893-3498"},"institutions":[{"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":"Zhongkai Yu","raw_affiliation_strings":["Cambricon Technologies, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Cambricon Technologies, Beijing, China","institution_ids":["https://openalex.org/I4401726770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069888696","display_name":"Shaohui Peng","orcid":"https://orcid.org/0000-0001-6838-6817"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaohui Peng","raw_affiliation_strings":["Institute of Software, Chinese Academy of Sciences, Beijing, China","Institute of Software, Chinese Academy of Sciences (ISCAS), Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Software, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Software, Chinese Academy of Sciences (ISCAS), Beijing, China","institution_ids":["https://openalex.org/I4210128818","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110580984","display_name":"Yongwei Zhao","orcid":"https://orcid.org/0000-0002-5503-4457"},"institutions":[{"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/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongwei Zhao","raw_affiliation_strings":["SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","SKL of Processors, ICT, CAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"SKL of Processors, ICT, CAS, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101671399","display_name":"Huaping Chen","orcid":"https://orcid.org/0000-0002-5032-1385"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaping Chen","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China","USTC, Hefei, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"USTC, Hefei, China","institution_ids":[]}]},{"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":"funder","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":"Zidong Du","raw_affiliation_strings":["SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","SKL of Processors, ICT, CAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"SKL of Processors, ICT, CAS, Beijing, China","institution_ids":[]}]},{"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":"funder","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":["SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","SKL of Processors, ICT, CAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"SKL of Processors, ICT, CAS, Beijing, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103063161","display_name":"Qi Guo","orcid":"https://orcid.org/0000-0003-2530-5874"},"institutions":[{"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/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Guo","raw_affiliation_strings":["SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","SKL of Processors, ICT, CAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"SKL of Processors, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"SKL of Processors, ICT, CAS, Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":14,"corresponding_author_ids":["https://openalex.org/A5060976129"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.108836,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"44","issue":"2","first_page":"737","last_page":"750"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.8100000023841858,"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/T10320","display_name":"Neural Networks and Applications","score":0.8100000023841858,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.6890000104904175,"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/architecture","display_name":"Architecture","score":0.6141445636749268},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44537168741226196},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35934770107269287},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.19755449891090393},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.09943938255310059}],"concepts":[{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6141445636749268},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44537168741226196},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35934770107269287},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.19755449891090393},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.09943938255310059}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcad.2024.3443027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2024.3443027","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1018407271","https://openalex.org/W2005126631","https://openalex.org/W2034861439","https://openalex.org/W2040974335","https://openalex.org/W2051434435","https://openalex.org/W2059396387","https://openalex.org/W2077017806","https://openalex.org/W2116119284","https://openalex.org/W2442974303","https://openalex.org/W2502655619","https://openalex.org/W2588191434","https://openalex.org/W2612515977","https://openalex.org/W2727020975","https://openalex.org/W2798474464","https://openalex.org/W2800329759","https://openalex.org/W2895685832","https://openalex.org/W2912848192","https://openalex.org/W2953388431","https://openalex.org/W2954125295","https://openalex.org/W2991933648","https://openalex.org/W3016401366","https://openalex.org/W3017946098","https://openalex.org/W3033909669","https://openalex.org/W3037244434","https://openalex.org/W3046457509","https://openalex.org/W3100565458","https://openalex.org/W3111210983","https://openalex.org/W3122808444","https://openalex.org/W3159727696","https://openalex.org/W3175924687","https://openalex.org/W3177265267","https://openalex.org/W3187435263","https://openalex.org/W3198149942","https://openalex.org/W3211525823","https://openalex.org/W4234863022","https://openalex.org/W4247078650","https://openalex.org/W4285259018","https://openalex.org/W4293025109","https://openalex.org/W4300865759","https://openalex.org/W4307436756","https://openalex.org/W4317566560","https://openalex.org/W4360831836","https://openalex.org/W4382239814","https://openalex.org/W4384824093","https://openalex.org/W6638908295","https://openalex.org/W6755477022","https://openalex.org/W6761569068","https://openalex.org/W6762805369","https://openalex.org/W6773942789","https://openalex.org/W6784399328","https://openalex.org/W6788001715","https://openalex.org/W6796097400","https://openalex.org/W6797795804","https://openalex.org/W6810210838"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Symbolic":[0],"regression":[1],"(SR),":[2],"the":[3,43,64,67,70,81,87,118,125,134,151,184,189,206],"process":[4,45],"of":[5,69,83,91,200],"formulating":[6],"a":[7,16,114,141,171],"mathematical":[8],"expression":[9],"based":[10],"on":[11,202],"observed":[12],"data":[13],"points,":[14],"is":[15,23,73],"fundamental":[17],"task":[18],"in":[19],"artificial":[20],"intelligence":[21],"but":[22,102],"often":[24],"hindered":[25],"by":[26,40],"its":[27,77],"intense":[28],"computational":[29,89],"demands.":[30],"Deep-learning-based":[31],"SR":[32,44],"methods":[33],"(DSR)":[34],"aim":[35],"to":[36,76,169,205],"alleviate":[37],"these":[38,109],"demands":[39],"breaking":[41],"down":[42],"into":[46,188],"two":[47,185],"stages:":[48],"1)":[49],"neural":[50,119],"network":[51,138],"(NN)":[52],"inference":[53,93],"and":[54,94,124,219],"2)":[55],"Broyden-Fletcher\u2013Goldfarb-Shanno":[56],"(BFGS)":[57],"optimization.":[58],"Although":[59],"NN":[60,65,92],"accelerators":[61],"can":[62],"expedite":[63],"stage,":[66],"performance":[68,79],"BFGS":[71,95],"optimization":[72,167],"compromised":[74],"due":[75],"poor":[78],"for":[80,128,144],"variety":[82],"transcendental":[84,120,146,153],"functions.":[85],"Moreover,":[86,177],"distinct":[88],"characteristics":[90],"cause":[96],"not":[97],"only":[98],"low":[99,231],"hardware":[100,198],"utilization":[101,199],"also":[103],"significant":[104],"area":[105,232],"waste.":[106],"To":[107],"address":[108],"issues,":[110],"we":[111],"propose":[112,159],"Harmonia,":[113],"unified":[115],"architecture":[116],"with":[117],"function":[121,137,154],"unit":[122],"(NTFU)":[123],"Unified":[126,190],"Array":[127],"efficient":[129,161],"DSR.":[130],"The":[131],"NTFU":[132],"utilizes":[133],"radial":[135],"basis":[136],"(RBFN)":[139],"as":[140],"universal":[142],"approximator":[143],"various":[145],"functions,":[147],"which":[148,182],"significantly":[149],"reduces":[150],"heavy":[152],"computation":[155],"cost.":[156,233],"We":[157],"further":[158],"an":[160],"training":[162],"algorithm":[163],"called":[164],"random":[165],"nonlinear":[166],"(RNO)":[168],"obtain":[170],"lightweight":[172],"RBFN":[173],"without":[174],"accuracy":[175],"loss.":[176],"Harmonia":[178,196,209],"supports":[179],"configurable":[180],"dataflow":[181],"integrates":[183],"computing":[186],"stages":[187],"Array.":[191],"Experimental":[192],"results":[193],"show":[194],"that":[195],"achieves":[197,210],"83.83%,":[201],"average.":[203],"Compared":[204],"GPU":[207],"baseline,":[208],"<inline-formula":[211,220],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[212,221],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[213,222],"<tex-math":[214,223],"notation=\"LaTeX\">$4.8\\times":[215],"$":[216,225],"</tex-math></inline-formula>":[217,226],"speedup":[218],"notation=\"LaTeX\">$47.6\\times":[224],"energy":[227],"saving,":[228],"alongside":[229],"considerable":[230]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2024-08-14T00:00:00"}
