{"id":"https://openalex.org/W4293024092","doi":"https://doi.org/10.1145/3489517.3530455","title":"Algorithm/architecture co-design for energy-efficient acceleration of multi-task DNN","display_name":"Algorithm/architecture co-design for energy-efficient acceleration of multi-task DNN","publication_year":2022,"publication_date":"2022-07-10","ids":{"openalex":"https://openalex.org/W4293024092","doi":"https://doi.org/10.1145/3489517.3530455"},"language":"en","primary_location":{"id":"doi:10.1145/3489517.3530455","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3489517.3530455","pdf_url":null,"source":{"id":"https://openalex.org/S4363608816","display_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","raw_type":"proceedings-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/A5072316644","display_name":"Jaekang Shin","orcid":"https://orcid.org/0000-0002-5943-1599"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Jaekang Shin","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034558336","display_name":"Seungkyu Choi","orcid":"https://orcid.org/0000-0002-3125-9707"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seungkyu Choi","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081153376","display_name":"Jongwoo Ra","orcid":null},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jongwoo Ra","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052390471","display_name":"Lee\u2010Sup Kim","orcid":"https://orcid.org/0000-0001-9585-4591"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Lee-Sup Kim","raw_affiliation_strings":["Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5072316644"],"corresponding_institution_ids":["https://openalex.org/I157485424"],"apc_list":null,"apc_paid":null,"fwci":0.1806,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.5,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"253","last_page":"258"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9984999895095825,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9969000220298767,"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"}},{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.763696551322937},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7301008701324463},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6121151447296143},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5762774348258972},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4563820958137512},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.42036697268486023},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3409491777420044},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3267231583595276},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11661359667778015},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.079496830701828}],"concepts":[{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.763696551322937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7301008701324463},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6121151447296143},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5762774348258972},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4563820958137512},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.42036697268486023},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3409491777420044},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3267231583595276},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11661359667778015},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.079496830701828},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3489517.3530455","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3489517.3530455","pdf_url":null,"source":{"id":"https://openalex.org/S4363608816","display_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8600000143051147,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W2102605133","https://openalex.org/W2125215748","https://openalex.org/W2194775991","https://openalex.org/W2242818861","https://openalex.org/W2289252105","https://openalex.org/W2533598788","https://openalex.org/W2611450052","https://openalex.org/W2725159389","https://openalex.org/W2787091153","https://openalex.org/W2962864421","https://openalex.org/W2980200167","https://openalex.org/W3005710104","https://openalex.org/W3015146382","https://openalex.org/W3113057009","https://openalex.org/W3113087954","https://openalex.org/W6676297131","https://openalex.org/W6750189243"],"related_works":["https://openalex.org/W1819952937","https://openalex.org/W2081647779","https://openalex.org/W1607472309","https://openalex.org/W3217387898","https://openalex.org/W3128051602","https://openalex.org/W2127108126","https://openalex.org/W4237750775","https://openalex.org/W2364531466","https://openalex.org/W2383828164","https://openalex.org/W3107155983"],"abstract_inverted_index":{"Real-world":[0],"AI":[1],"applications,":[2],"such":[3],"as":[4],"augmented":[5],"reality":[6],"or":[7],"autonomous":[8],"driving,":[9],"require":[10],"processing":[11],"multiple":[12],"CV":[13],"tasks":[14],"simultaneously.":[15],"However,":[16],"the":[17,22,42,91,95],"enormous":[18],"data":[19,69],"size":[20,60],"and":[21,58,63,76,99,107],"memory":[23],"footprint":[24],"have":[25],"been":[26],"a":[27,89],"crucial":[28],"hurdle":[29],"for":[30],"deep":[31],"neural":[32],"networks":[33],"to":[34,78],"be":[35],"applied":[36],"in":[37],"resource-constrained":[38],"devices.":[39],"To":[40],"solve":[41],"problem,":[43],"we":[44,73],"propose":[45],"an":[46],"algorithm/architecture":[47],"co-design.":[48],"The":[49],"proposed":[50,92],"algorithmic":[51],"scheme,":[52],"named":[53],"SqueeD,":[54],"reduces":[55,94],"per-task":[56],"weight":[57],"activation":[59],"by":[61,66,82,105],"21.9x":[62],"2.1x,":[64],"respectively,":[65],"sharing":[67],"those":[68],"between":[70],"tasks.":[71],"Moreover,":[72],"design":[74],"architecture":[75,93],"dataflow":[77],"minimize":[79],"DRAM":[80,96],"access":[81,97],"fully":[83],"utilizing":[84],"benefits":[85],"from":[86],"SqueeD.":[87],"As":[88],"result,":[90],"increment":[98,102],"energy":[100],"consumption":[101],"per":[103],"task":[104],"2.2x":[106],"1.3x,":[108],"respectively.":[109]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
