{"id":"https://openalex.org/W4409568286","doi":"https://doi.org/10.1145/3729215","title":"A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms","display_name":"A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms","publication_year":2025,"publication_date":"2025-04-18","ids":{"openalex":"https://openalex.org/W4409568286","doi":"https://doi.org/10.1145/3729215"},"language":"en","primary_location":{"id":"doi:10.1145/3729215","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3729215","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://cris.unibo.it/bitstream/11585/1025795/1/ACM_survey.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031461662","display_name":"Cristina Silvano","orcid":"https://orcid.org/0000-0003-1668-0883"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Cristina Silvano","raw_affiliation_strings":["DEIB, Politecnico di Milano, Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1668-0883","affiliations":[{"raw_affiliation_string":"DEIB, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054173368","display_name":"Daniele Ielmini","orcid":"https://orcid.org/0000-0002-1853-1614"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Ielmini","raw_affiliation_strings":["DEIB, Politecnico di Milano, Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1853-1614","affiliations":[{"raw_affiliation_string":"DEIB, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028565685","display_name":"Fabrizio Ferrandi","orcid":"https://orcid.org/0000-0003-0301-4419"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Fabrizio Ferrandi","raw_affiliation_strings":["DEIB, Politecnico di Milano, Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0301-4419","affiliations":[{"raw_affiliation_string":"DEIB, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039264220","display_name":"Leandro Fiorin","orcid":"https://orcid.org/0000-0001-7069-9484"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Leandro Fiorin","raw_affiliation_strings":["DEIB, Politecnico di Milano, Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0003-2630-1509","affiliations":[{"raw_affiliation_string":"DEIB, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033121816","display_name":"Serena Curzel","orcid":"https://orcid.org/0000-0002-8202-1627"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Serena Curzel","raw_affiliation_strings":["DEIB, Politecnico di Milano, Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-8202-1627","affiliations":[{"raw_affiliation_string":"DEIB, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043408422","display_name":"Luca Benini","orcid":"https://orcid.org/0000-0001-8068-3806"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Benini","raw_affiliation_strings":["Alma Mater Studiorum Universit\u00e0 di Bologna, Bologna, Italy","Alma Mater Studiorum Universit\u00e0 di Bologna,  Bologna, Italy"],"raw_orcid":"https://orcid.org/0000-0001-8068-3806","affiliations":[{"raw_affiliation_string":"Alma Mater Studiorum Universit\u00e0 di Bologna, Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Alma Mater Studiorum Universit\u00e0 di Bologna,  Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038717922","display_name":"Francesco Conti","orcid":"https://orcid.org/0000-0002-7924-933X"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Conti","raw_affiliation_strings":["Alma Mater Studiorum Universit\u00e0 di Bologna, Bologna, Italy","Alma Mater Studiorum Universit\u00e0 di Bologna,  Bologna, Italy"],"raw_orcid":"https://orcid.org/0000-0002-7924-933X","affiliations":[{"raw_affiliation_string":"Alma Mater Studiorum Universit\u00e0 di Bologna, Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Alma Mater Studiorum Universit\u00e0 di Bologna,  Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052915995","display_name":"Angelo Garofalo","orcid":"https://orcid.org/0000-0002-7495-6895"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Garofalo","raw_affiliation_strings":["Alma Mater Studiorum Universit\u00e0 di Bologna, Bologna, Italy","Alma Mater Studiorum Universit\u00e0 di Bologna,  Bologna, Italy"],"raw_orcid":"https://orcid.org/0000-0002-7495-6895","affiliations":[{"raw_affiliation_string":"Alma Mater Studiorum Universit\u00e0 di Bologna, Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Alma Mater Studiorum Universit\u00e0 di Bologna,  Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084809231","display_name":"Cristian Zambelli","orcid":"https://orcid.org/0000-0001-8755-0504"},"institutions":[{"id":"https://openalex.org/I201324441","display_name":"University of Ferrara","ror":"https://ror.org/041zkgm14","country_code":"IT","type":"education","lineage":["https://openalex.org/I201324441"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Cristian Zambelli","raw_affiliation_strings":["Universit\u00e0 degli Studi di Ferrara, Ferrara, Italy","Universit\u00e0 degli Studi di Ferrara,  Ferrara, Italy"],"raw_orcid":"https://orcid.org/0000-0001-8755-0504","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Ferrara, Ferrara, Italy","institution_ids":["https://openalex.org/I201324441"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Ferrara,  Ferrara, Italy","institution_ids":["https://openalex.org/I201324441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067711003","display_name":"Enrico Calore","orcid":"https://orcid.org/0000-0002-2301-3838"},"institutions":[{"id":"https://openalex.org/I201324441","display_name":"University of Ferrara","ror":"https://ror.org/041zkgm14","country_code":"IT","type":"education","lineage":["https://openalex.org/I201324441"]},{"id":"https://openalex.org/I4210107105","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Ferrara","ror":"https://ror.org/00zs3y046","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210107105"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Calore","raw_affiliation_strings":["INFN, Ferrara, Italy","Universit\u00e0 degli Studi di Ferrara, Ferrara Italy","Sezione di Ferrara, INFN, Ferrara, Italy","Universit\u00e0 degli Studi di Ferrara,  Ferrara Italy"],"raw_orcid":"https://orcid.org/0000-0002-2301-3838","affiliations":[{"raw_affiliation_string":"INFN, Ferrara, Italy","institution_ids":["https://openalex.org/I4210107105"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Ferrara, Ferrara Italy","institution_ids":["https://openalex.org/I201324441"]},{"raw_affiliation_string":"Sezione di Ferrara, INFN, Ferrara, Italy","institution_ids":["https://openalex.org/I4210107105"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Ferrara,  Ferrara Italy","institution_ids":["https://openalex.org/I201324441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071220084","display_name":"Sebastiano Fabio Schifano","orcid":"https://orcid.org/0000-0002-0132-9196"},"institutions":[{"id":"https://openalex.org/I201324441","display_name":"University of Ferrara","ror":"https://ror.org/041zkgm14","country_code":"IT","type":"education","lineage":["https://openalex.org/I201324441"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sebastiano Schifano","raw_affiliation_strings":["Universit\u00e0 degli Studi di Ferrara, Ferrara Italy","Universit\u00e0 degli Studi di Ferrara,  Ferrara Italy"],"raw_orcid":"https://orcid.org/0000-0002-0132-9196","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Ferrara, Ferrara Italy","institution_ids":["https://openalex.org/I201324441"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Ferrara,  Ferrara Italy","institution_ids":["https://openalex.org/I201324441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010989172","display_name":"Maurizio Palesi","orcid":"https://orcid.org/0000-0003-3129-0664"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maurizio Palesi","raw_affiliation_strings":["Universit\u00e0 degli Studi di Catania, Catania, Italy","Universit\u00e0 degli Studi di Catania,  Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0003-3129-0664","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Catania,  Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054750044","display_name":"Giuseppe Ascia","orcid":"https://orcid.org/0000-0001-7452-5828"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Ascia","raw_affiliation_strings":["Universit\u00e0 degli Studi di Catania, Catania, Italy","Universit\u00e0 degli Studi di Catania,  Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0001-7452-5828","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Catania,  Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001962324","display_name":"Davide Patti","orcid":"https://orcid.org/0000-0003-0874-7793"},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide Patti","raw_affiliation_strings":["Universit\u00e0 degli Studi di Catania, Catania, Italy","Universit\u00e0 degli Studi di Catania,  Catania, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0874-7793","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Catania, Catania, Italy","institution_ids":["https://openalex.org/I39063666"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Catania,  Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040408894","display_name":"Nicola Petra","orcid":"https://orcid.org/0000-0001-7167-9530"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Petra","raw_affiliation_strings":["Universit\u00e0 degli Studi di Napoli Federico II, Napoli, Italy","Universit\u00e0 degli Studi di Napoli Federico II,  Napoli, Italy"],"raw_orcid":"https://orcid.org/0000-0001-7167-9530","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Napoli Federico II, Napoli, Italy","institution_ids":["https://openalex.org/I71267560"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Napoli Federico II,  Napoli, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018481178","display_name":"Davide De","orcid":"https://orcid.org/0000-0003-0204-0949"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide De Caro","raw_affiliation_strings":["Universit\u00e0 degli Studi di Napoli Federico II, Napoli, Italy","Universit\u00e0 degli Studi di Napoli Federico II,  Napoli, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0204-0949","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Napoli Federico II, Napoli, Italy","institution_ids":["https://openalex.org/I71267560"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Napoli Federico II,  Napoli, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050365912","display_name":"Luciano Lavagno","orcid":"https://orcid.org/0000-0002-9762-6522"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luciano Lavagno","raw_affiliation_strings":["Politecnico di Torino, Torino, Italy","Politecnico di Torino,  Torino, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9762-6522","affiliations":[{"raw_affiliation_string":"Politecnico di Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Politecnico di Torino,  Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092355694","display_name":"Teodoro Urso","orcid":"https://orcid.org/0009-0005-4366-1102"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Teodoro Urso","raw_affiliation_strings":["Politecnico di Torino, Torino, Italy","Politecnico di Torino,  Torino, Italy"],"raw_orcid":"https://orcid.org/0009-0005-4366-1102","affiliations":[{"raw_affiliation_string":"Politecnico di Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Politecnico di Torino,  Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047108954","display_name":"Valeria Cardellini","orcid":"https://orcid.org/0000-0002-6870-7083"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]},{"id":"https://openalex.org/I4210127672","display_name":"Engineering (Italy)","ror":"https://ror.org/045s9b323","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210127672"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valeria Cardellini","raw_affiliation_strings":["University of Rome Tor Vergata, Roma Italy","Civil Engineering and Computer Science, University of Rome Tor Vergata, Roma Italy"],"raw_orcid":"https://orcid.org/0000-0002-6870-7083","affiliations":[{"raw_affiliation_string":"University of Rome Tor Vergata, Roma Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Civil Engineering and Computer Science, University of Rome Tor Vergata, Roma Italy","institution_ids":["https://openalex.org/I116067653","https://openalex.org/I4210127672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028297120","display_name":"G.C. Cardarilli","orcid":"https://orcid.org/0000-0002-7444-876X"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]},{"id":"https://openalex.org/I4210127672","display_name":"Engineering (Italy)","ror":"https://ror.org/045s9b323","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210127672"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gian Carlo Cardarilli","raw_affiliation_strings":["University of Rome Tor Vergata, Roma Italy","Civil Engineering and Computer Science, University of Rome Tor Vergata, Roma Italy"],"raw_orcid":"https://orcid.org/0000-0002-7444-876X","affiliations":[{"raw_affiliation_string":"University of Rome Tor Vergata, Roma Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Civil Engineering and Computer Science, University of Rome Tor Vergata, Roma Italy","institution_ids":["https://openalex.org/I116067653","https://openalex.org/I4210127672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000838509","display_name":"Robert Birke","orcid":"https://orcid.org/0000-0003-1144-3707"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Robert Birke","raw_affiliation_strings":["Universit\u00e0 degli Studi di Torino, Torino, Italy","Universit\u00e0 degli Studi di Torino,  Torino, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1144-3707","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Torino, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi di Torino,  Torino, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074662921","display_name":"Stefania Perri","orcid":"https://orcid.org/0000-0003-1363-9201"},"institutions":[{"id":"https://openalex.org/I45204951","display_name":"University of Calabria","ror":"https://ror.org/02rc97e94","country_code":"IT","type":"education","lineage":["https://openalex.org/I45204951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefania Perri","raw_affiliation_strings":["Universit\u00e0 degli Studi della Calabria, Arcavacata di Rende Italy","Universit\u00e0 degli Studi della Calabria,  Arcavacata di Rende Italy"],"raw_orcid":"https://orcid.org/0000-0003-1363-9201","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi della Calabria, Arcavacata di Rende Italy","institution_ids":["https://openalex.org/I45204951"]},{"raw_affiliation_string":"Universit\u00e0 degli Studi della Calabria,  Arcavacata di Rende Italy","institution_ids":["https://openalex.org/I45204951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":22,"corresponding_author_ids":["https://openalex.org/A5031461662"],"corresponding_institution_ids":["https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":39.536,"has_fulltext":true,"cited_by_count":70,"citation_normalized_percentile":{"value":0.99929647,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"57","issue":"11","first_page":"1","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9987000226974487,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9958000183105469,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8705177307128906},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5916179418563843},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4932345747947693},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.43330878019332886},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.36297518014907837},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.3383108973503113},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3107685446739197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8705177307128906},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5916179418563843},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4932345747947693},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.43330878019332886},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.36297518014907837},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3383108973503113},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3107685446739197}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/3729215","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3729215","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},{"id":"pmh:oai:cris.unibo.it:11585/1025795","is_oa":true,"landing_page_url":"https://hdl.handle.net/11585/1025795","pdf_url":"https://cris.unibo.it/bitstream/11585/1025795/1/ACM_survey.pdf","source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:art.torvergata.it:2108/406544","is_oa":true,"landing_page_url":"https://hdl.handle.net/2108/406544","pdf_url":null,"source":{"id":"https://openalex.org/S4306400993","display_name":"Cineca Institutional Research Information System (Tor Vergata University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I116067653","host_organization_name":"University of Rome Tor Vergata","host_organization_lineage":["https://openalex.org/I116067653"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:re.public.polimi.it:11311/1297601","is_oa":true,"landing_page_url":"https://dl.acm.org/doi/10.1145/3729215","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:sfera.unife.it:11392/2604411","is_oa":true,"landing_page_url":"https://hdl.handle.net/11392/2604411","pdf_url":null,"source":{"id":"https://openalex.org/S4306400369","display_name":"Institutional Research Information System University of Ferrara (University of Ferrara)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201324441","host_organization_name":"University of Ferrara","host_organization_lineage":["https://openalex.org/I201324441"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:cris.unibo.it:11585/1025795","is_oa":true,"landing_page_url":"https://hdl.handle.net/11585/1025795","pdf_url":"https://cris.unibo.it/bitstream/11585/1025795/1/ACM_survey.pdf","source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409568286.pdf","grobid_xml":"https://content.openalex.org/works/W4409568286.grobid-xml"},"referenced_works_count":206,"referenced_works":["https://openalex.org/W1604973310","https://openalex.org/W1980446076","https://openalex.org/W1992781178","https://openalex.org/W2020452821","https://openalex.org/W2060956313","https://openalex.org/W2076063813","https://openalex.org/W2096645269","https://openalex.org/W2102397476","https://openalex.org/W2112796928","https://openalex.org/W2117696986","https://openalex.org/W2131763976","https://openalex.org/W2260498192","https://openalex.org/W2276486856","https://openalex.org/W2286256158","https://openalex.org/W2289252105","https://openalex.org/W2475840367","https://openalex.org/W2540279855","https://openalex.org/W2559394418","https://openalex.org/W2565125333","https://openalex.org/W2593535610","https://openalex.org/W2594836184","https://openalex.org/W2604319603","https://openalex.org/W2606722458","https://openalex.org/W2612090114","https://openalex.org/W2613989746","https://openalex.org/W2623629680","https://openalex.org/W2625200202","https://openalex.org/W2625457103","https://openalex.org/W2625954420","https://openalex.org/W2734572653","https://openalex.org/W2749371864","https://openalex.org/W2765234579","https://openalex.org/W2783525259","https://openalex.org/W2795915628","https://openalex.org/W2798598799","https://openalex.org/W2798690537","https://openalex.org/W2798724095","https://openalex.org/W2798838583","https://openalex.org/W2799117673","https://openalex.org/W2801748224","https://openalex.org/W2809205380","https://openalex.org/W2810861508","https://openalex.org/W2883857569","https://openalex.org/W2883929540","https://openalex.org/W2900282770","https://openalex.org/W2904565241","https://openalex.org/W2909581446","https://openalex.org/W2911009130","https://openalex.org/W2911423727","https://openalex.org/W2919115771","https://openalex.org/W2921329602","https://openalex.org/W2921967969","https://openalex.org/W2931118404","https://openalex.org/W2935331687","https://openalex.org/W2938616020","https://openalex.org/W2945146780","https://openalex.org/W2946068432","https://openalex.org/W2950533501","https://openalex.org/W2950656546","https://openalex.org/W2953915593","https://openalex.org/W2963577671","https://openalex.org/W2963594949","https://openalex.org/W2964988320","https://openalex.org/W2974263490","https://openalex.org/W2979245724","https://openalex.org/W2979439447","https://openalex.org/W2980104813","https://openalex.org/W2980612421","https://openalex.org/W2982164923","https://openalex.org/W2992192853","https://openalex.org/W2994193159","https://openalex.org/W2999356938","https://openalex.org/W3004127905","https://openalex.org/W3008515144","https://openalex.org/W3008591352","https://openalex.org/W3010243192","https://openalex.org/W3015391117","https://openalex.org/W3016082253","https://openalex.org/W3016542674","https://openalex.org/W3023406973","https://openalex.org/W3036878841","https://openalex.org/W3042944763","https://openalex.org/W3048705738","https://openalex.org/W3080548710","https://openalex.org/W3099544558","https://openalex.org/W3100710793","https://openalex.org/W3104714893","https://openalex.org/W3105841399","https://openalex.org/W3111684448","https://openalex.org/W3112773671","https://openalex.org/W3119866685","https://openalex.org/W3133635270","https://openalex.org/W3134274954","https://openalex.org/W3134495297","https://openalex.org/W3135242540","https://openalex.org/W3137147200","https://openalex.org/W3153263805","https://openalex.org/W3155004489","https://openalex.org/W3159412282","https://openalex.org/W3169504881","https://openalex.org/W3172967059","https://openalex.org/W3178105557","https://openalex.org/W3179312164","https://openalex.org/W3187235458","https://openalex.org/W3193967165","https://openalex.org/W3197197128","https://openalex.org/W3203242999","https://openalex.org/W3205692284","https://openalex.org/W3206774775","https://openalex.org/W3207366647","https://openalex.org/W3207546409","https://openalex.org/W3210416734","https://openalex.org/W3211076556","https://openalex.org/W3211168157","https://openalex.org/W3211238175","https://openalex.org/W3212274685","https://openalex.org/W3213528054","https://openalex.org/W3213775513","https://openalex.org/W3214176793","https://openalex.org/W4205250783","https://openalex.org/W4205412054","https://openalex.org/W4205457446","https://openalex.org/W4205487747","https://openalex.org/W4205928000","https://openalex.org/W4206371601","https://openalex.org/W4206768378","https://openalex.org/W4210530509","https://openalex.org/W4220686330","https://openalex.org/W4223527846","https://openalex.org/W4225739994","https://openalex.org/W4226353746","https://openalex.org/W4231109964","https://openalex.org/W4239722617","https://openalex.org/W4240168186","https://openalex.org/W4243519499","https://openalex.org/W4245223843","https://openalex.org/W4246587277","https://openalex.org/W4246724926","https://openalex.org/W4251575795","https://openalex.org/W4251828973","https://openalex.org/W4254227808","https://openalex.org/W4254672563","https://openalex.org/W4280627048","https://openalex.org/W4281689324","https://openalex.org/W4286563542","https://openalex.org/W4286571734","https://openalex.org/W4286571856","https://openalex.org/W4286656557","https://openalex.org/W4287391717","https://openalex.org/W4287736153","https://openalex.org/W4289441319","https://openalex.org/W4292121737","https://openalex.org/W4293243621","https://openalex.org/W4294310665","https://openalex.org/W4294789336","https://openalex.org/W4297097447","https://openalex.org/W4302084506","https://openalex.org/W4307079523","https://openalex.org/W4308089898","https://openalex.org/W4308090791","https://openalex.org/W4309618925","https://openalex.org/W4309620166","https://openalex.org/W4309688455","https://openalex.org/W4311995762","https://openalex.org/W4312298069","https://openalex.org/W4312360312","https://openalex.org/W4312614633","https://openalex.org/W4312639064","https://openalex.org/W4312704108","https://openalex.org/W4312705522","https://openalex.org/W4312739039","https://openalex.org/W4313192083","https://openalex.org/W4313465452","https://openalex.org/W4313467202","https://openalex.org/W4315706512","https://openalex.org/W4317553465","https://openalex.org/W4319431006","https://openalex.org/W4323896638","https://openalex.org/W4324292875","https://openalex.org/W4327522190","https://openalex.org/W4327930477","https://openalex.org/W4352977393","https://openalex.org/W4360605545","https://openalex.org/W4360606472","https://openalex.org/W4360606495","https://openalex.org/W4376134033","https://openalex.org/W4379116135","https://openalex.org/W4380874786","https://openalex.org/W4383220308","https://openalex.org/W4383501616","https://openalex.org/W4385187221","https://openalex.org/W4385245566","https://openalex.org/W4385656678","https://openalex.org/W4385896568","https://openalex.org/W4386474973","https://openalex.org/W4390284934","https://openalex.org/W4390938849","https://openalex.org/W4391621128","https://openalex.org/W4392746141","https://openalex.org/W4392746397","https://openalex.org/W4392746406","https://openalex.org/W4392746549","https://openalex.org/W4393405582","https://openalex.org/W4398757502","https://openalex.org/W4401880104","https://openalex.org/W6769062451"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W2418291489","https://openalex.org/W2731899572","https://openalex.org/W4230611425","https://openalex.org/W4294635752","https://openalex.org/W4304166257","https://openalex.org/W4383066092","https://openalex.org/W3215138031","https://openalex.org/W3096519538"],"abstract_inverted_index":{"Recent":[0],"trends":[1],"in":[2,34,41],"deep":[3,154],"learning":[4,155],"(DL)":[5],"have":[6],"made":[7],"hardware":[8,66,77],"accelerators":[9,86,127],"essential":[10],"for":[11,107],"various":[12],"high-performance":[13],"computing":[14,92],"(HPC)":[15],"applications,":[16],"including":[17,94],"image":[18],"classification,":[19],"computer":[20],"vision,":[21],"and":[22,28,60,70,80,91,102,116,128,138],"speech":[23],"recognition.":[24],"This":[25,82],"survey":[26,83,132],"summarizes":[27],"classifies":[29],"the":[30,43,134,149],"most":[31,135],"recent":[32,141],"developments":[33],"DL":[35,54],"accelerators,":[36,72,79],"focusing":[37],"on":[38,148],"their":[39],"role":[40],"meeting":[42],"performance":[44],"demands":[45],"of":[46,153],"HPC":[47],"applications.":[48],"We":[49],"explore":[50],"cutting-edge":[51],"approaches":[52],"to":[53],"acceleration,":[55],"covering":[56],"not":[57],"only":[58],"GPU-":[59],"TPU-based":[61],"platforms":[62],"but":[63],"also":[64,84],"specialized":[65],"such":[67],"as":[68,110,112],"FPGA-":[69],"ASIC-based":[71],"Neural":[73],"Processing":[74,114],"Units,":[75,115],"open":[76],"RISC-V-based":[78],"co-processors.":[81],"describes":[85],"leveraging":[87],"emerging":[88,125],"memory":[89],"technologies":[90,139],"paradigms,":[93],"3D-stacked":[95],"Processor-In-Memory,":[96],"non-volatile":[97],"memories":[98],"like":[99],"Resistive":[100],"RAM":[101],"Phase":[103],"Change":[104],"Memories":[105],"used":[106],"in-memory":[108],"computing,":[109],"well":[111],"Neuromorphic":[113],"Multi-Chip":[117],"Module-based":[118],"accelerators.":[119],"Furthermore,":[120],"we":[121],"provide":[122],"insights":[123],"into":[124],"quantum-based":[126],"photonics.":[129],"Finally,":[130],"this":[131],"categorizes":[133],"influential":[136],"architectures":[137],"from":[140],"years,":[142],"offering":[143],"readers":[144],"a":[145],"comprehensive":[146],"perspective":[147],"rapidly":[150],"evolving":[151],"field":[152],"acceleration.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":36},{"year":2025,"cited_by_count":34}],"updated_date":"2026-05-29T09:21:14.243279","created_date":"2025-10-10T00:00:00"}
