{"id":"https://openalex.org/W3083178426","doi":"https://doi.org/10.1145/3386263.3406956","title":"Effective Algorithm-Accelerator Co-design for AI Solutions on Edge Devices","display_name":"Effective Algorithm-Accelerator Co-design for AI Solutions on Edge Devices","publication_year":2020,"publication_date":"2020-09-04","ids":{"openalex":"https://openalex.org/W3083178426","doi":"https://doi.org/10.1145/3386263.3406956","mag":"3083178426"},"language":"en","primary_location":{"id":"doi:10.1145/3386263.3406956","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3386263.3406956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 on Great Lakes Symposium on VLSI","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/A5053022655","display_name":"Cong Hao","orcid":"https://orcid.org/0000-0002-2541-8767"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Cong Hao","raw_affiliation_strings":["University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100394256","display_name":"Yao Chen","orcid":"https://orcid.org/0000-0002-5798-2282"},"institutions":[{"id":"https://openalex.org/I4210108443","display_name":"Advanced Digital Sciences Center","ror":"https://ror.org/01xaqx887","country_code":"SG","type":"facility","lineage":["https://openalex.org/I4210108443"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yao Chen","raw_affiliation_strings":["Advanced Digital Sciences Center, Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Advanced Digital Sciences Center, Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I4210108443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100330729","display_name":"Xiaofan Zhang","orcid":"https://orcid.org/0000-0001-5081-3972"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaofan Zhang","raw_affiliation_strings":["University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014639605","display_name":"Yuhong Li","orcid":"https://orcid.org/0000-0001-5688-9740"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuhong Li","raw_affiliation_strings":["University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030156276","display_name":"Jinjun Xiong","orcid":"https://orcid.org/0000-0002-2620-4859"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jinjun Xiong","raw_affiliation_strings":["IBM T. J. Watson Research Center & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM T. J. Watson Research Center & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), New York, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040404999","display_name":"Wen\u2010mei Hwu","orcid":"https://orcid.org/0000-0003-2532-5349"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wen-mei Hwu","raw_affiliation_strings":["University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056321228","display_name":"Deming Chen","orcid":"https://orcid.org/0000-0002-3016-0270"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deming Chen","raw_affiliation_strings":["University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign & IBM-Illinois Center for Cognitive Computing Systems Research (C3SR), Urbana-Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5053022655"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":0.6871,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.72236183,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"283","last_page":"290"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9994000196456909,"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":0.9994000196456909,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9970999956130981,"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/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.7582768201828003},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6988760232925415},{"id":"https://openalex.org/keywords/co-design","display_name":"Co-design","score":0.6771827936172485},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4930236041545868},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.48847687244415283},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4792461395263672},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4311668872833252},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.40828967094421387},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3502136468887329},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3254615068435669},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24435770511627197},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.24261987209320068}],"concepts":[{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7582768201828003},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6988760232925415},{"id":"https://openalex.org/C180962459","wikidata":"https://www.wikidata.org/wiki/Q1038171","display_name":"Co-design","level":2,"score":0.6771827936172485},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4930236041545868},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.48847687244415283},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4792461395263672},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4311668872833252},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.40828967094421387},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3502136468887329},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3254615068435669},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24435770511627197},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.24261987209320068},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3386263.3406956","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3386263.3406956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 on Great Lakes Symposium on VLSI","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.5,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2607159714","https://openalex.org/W2898200825","https://openalex.org/W2903601652","https://openalex.org/W2952857977","https://openalex.org/W3092334294","https://openalex.org/W4230256307","https://openalex.org/W4294565153","https://openalex.org/W4297792979","https://openalex.org/W4302344748"],"related_works":["https://openalex.org/W1967938402","https://openalex.org/W2386041993","https://openalex.org/W1608572506","https://openalex.org/W2160474882","https://openalex.org/W2518118925","https://openalex.org/W3159273459","https://openalex.org/W4386568676","https://openalex.org/W4319952061","https://openalex.org/W4280636456","https://openalex.org/W4388913998"],"abstract_inverted_index":{"High":[0],"quality":[1,25],"AI":[2,8],"solutions":[3],"require":[4],"joint":[5],"optimization":[6],"of":[7,69,104,129],"algorithms,":[9],"such":[10],"as":[11,26,28],"deep":[12],"neural":[13],"networks":[14],"(DNNs),":[15],"and":[16,36,50,57,86,93,96,115,127,132,141],"their":[17],"hardware":[18],"accelerators.":[19],"To":[20],"improve":[21],"the":[22,31,48,53,74,102,105,125],"overall":[23],"solution":[24],"well":[27],"to":[29,119],"boost":[30],"design":[32],"productivity,":[33],"efficient":[34,94],"algorithm":[35],"accelerator":[37,87,97],"co-design":[38,55,71,78,88,107],"methodologies":[39],"are":[40],"indispensable.":[41],"In":[42],"this":[43,139],"paper,":[44],"we":[45,64],"first":[46,75],"discuss":[47],"motivations":[49],"challenges":[51],"for":[52,134],"Algorithm/Accelerator":[54],"problem,":[56],"then":[58],"provide":[59],"several":[60],"effective":[61,70],"solutions.":[62],"Especially,":[63],"highlight":[65],"three":[66],"leading":[67],"works":[68],"methodologies:":[72],"1)":[73],"simultaneous":[76],"DNN/FPGA":[77],"method;":[79,89],"2)":[80],"a":[81,91],"bi-directional":[82],"light":[83],"weight":[84],"DNN":[85,95],"3)":[90],"differentiable":[92],"co-search":[98],"method.":[99],"We":[100],"demonstrate":[101],"effectiveness":[103],"proposed":[106],"approaches":[108],"using":[109],"extensive":[110],"experiments":[111],"on":[112],"both":[113],"FPGAs":[114],"GPUs,":[116],"with":[117],"comparisons":[118],"existing":[120],"works.":[121],"This":[122],"paper":[123],"emphasizes":[124],"importance":[126],"efficacy":[128],"algorithm-accelerator":[130],"co-design,":[131],"calls":[133],"more":[135],"research":[136],"breakthroughs":[137],"in":[138],"interesting":[140],"demanding":[142],"area.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}