{"id":"https://openalex.org/W4406025415","doi":"https://doi.org/10.1109/tetc.2024.3522307","title":"Energy Efficient Approximate Computing Framework for DNN Acceleration Using a Probabilistic-Oriented Method","display_name":"Energy Efficient Approximate Computing Framework for DNN Acceleration Using a Probabilistic-Oriented Method","publication_year":2025,"publication_date":"2025-01-02","ids":{"openalex":"https://openalex.org/W4406025415","doi":"https://doi.org/10.1109/tetc.2024.3522307"},"language":"en","primary_location":{"id":"doi:10.1109/tetc.2024.3522307","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetc.2024.3522307","pdf_url":null,"source":{"id":"https://openalex.org/S2496326734","display_name":"IEEE Transactions on Emerging Topics in Computing","issn_l":"2168-6750","issn":["2168-6750","2376-4562"],"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 Emerging Topics in Computing","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/A5060324565","display_name":"Pengfei Huang","orcid":"https://orcid.org/0009-0002-1083-5397"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengfei Huang","raw_affiliation_strings":["College of Electronic and Information Engineering &#x0026; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","College of Electronic and Information Engineering &amp; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0002-1083-5397","affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering &#x0026; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Electronic and Information Engineering &amp; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100452020","display_name":"Ke Chen","orcid":"https://orcid.org/0000-0003-0981-3166"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Chen","raw_affiliation_strings":["College of Electronic and Information Engineering &#x0026; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","College of Electronic and Information Engineering &amp; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-0981-3166","affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering &#x0026; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Electronic and Information Engineering &amp; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055800000","display_name":"Chenghua Wang","orcid":"https://orcid.org/0000-0001-8415-0548"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenghua Wang","raw_affiliation_strings":["College of Electronic and Information Engineering &#x0026; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","College of Electronic and Information Engineering &amp; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering &#x0026; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Electronic and Information Engineering &amp; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023734605","display_name":"Weiqiang Liu","orcid":"https://orcid.org/0000-0001-8398-8648"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqiang Liu","raw_affiliation_strings":["College of Electronic and Information Engineering &#x0026; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","College of Electronic and Information Engineering &amp; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-8398-8648","affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering &#x0026; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Electronic and Information Engineering &amp; College of Integrated Circuits, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":1.3068,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.7687076,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"13","issue":"3","first_page":"816","last_page":"828"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9994999766349792,"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":0.9994999766349792,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9990000128746033,"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/T10363","display_name":"Low-power high-performance VLSI design","score":0.9979000091552734,"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/computer-science","display_name":"Computer science","score":0.8331539630889893},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7142437696456909},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5947871208190918},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5589684247970581},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.5345762372016907},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4977622330188751},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.39099597930908203},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.23642498254776},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20778104662895203}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8331539630889893},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7142437696456909},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5947871208190918},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5589684247970581},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.5345762372016907},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4977622330188751},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.39099597930908203},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.23642498254776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20778104662895203},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetc.2024.3522307","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetc.2024.3522307","pdf_url":null,"source":{"id":"https://openalex.org/S2496326734","display_name":"IEEE Transactions on Emerging Topics in Computing","issn_l":"2168-6750","issn":["2168-6750","2376-4562"],"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 Emerging Topics in Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.6399999856948853,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G5752752012","display_name":null,"funder_award_id":"62101252","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7118155122","display_name":null,"funder_award_id":"62134002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2507105555","https://openalex.org/W2518628311","https://openalex.org/W2560114385","https://openalex.org/W2566079294","https://openalex.org/W2577325230","https://openalex.org/W2577531088","https://openalex.org/W2589986623","https://openalex.org/W2801205959","https://openalex.org/W2903046887","https://openalex.org/W2914247084","https://openalex.org/W2916566087","https://openalex.org/W2948850835","https://openalex.org/W2958306322","https://openalex.org/W2962939807","https://openalex.org/W2964233199","https://openalex.org/W2967826572","https://openalex.org/W3009178428","https://openalex.org/W3012561096","https://openalex.org/W3015735225","https://openalex.org/W3021587158","https://openalex.org/W3037801075","https://openalex.org/W3048414096","https://openalex.org/W3088722006","https://openalex.org/W3092179518","https://openalex.org/W3131053867","https://openalex.org/W3151950886","https://openalex.org/W3163327350","https://openalex.org/W3166637233","https://openalex.org/W3169000237","https://openalex.org/W3186585144","https://openalex.org/W3217278827","https://openalex.org/W4280505515","https://openalex.org/W4293173892","https://openalex.org/W4294957207","https://openalex.org/W4377969878","https://openalex.org/W4379115996","https://openalex.org/W4385730900","https://openalex.org/W4390097623","https://openalex.org/W4392207837","https://openalex.org/W4394897047"],"related_works":["https://openalex.org/W2943623134","https://openalex.org/W4231775656","https://openalex.org/W2494523064","https://openalex.org/W2046435967","https://openalex.org/W2215759665","https://openalex.org/W2030292806","https://openalex.org/W2960358116","https://openalex.org/W2938171715","https://openalex.org/W4385900567","https://openalex.org/W179829755"],"abstract_inverted_index":{"Approximate":[0],"computing":[1,42],"(AxC)":[2],"has":[3],"recently":[4],"emerged":[5],"as":[6,18],"a":[7,64,87,144,165],"successful":[8],"approach":[9,68],"for":[10,36,76],"optimizing":[11],"energy":[12,95,139],"consumption":[13],"in":[14,38],"error-tolerant":[15],"applications,":[16],"such":[17],"deep":[19],"neural":[20],"networks":[21],"(DNNs).":[22],"The":[23],"enormous":[24],"model":[25],"size":[26],"and":[27,40,66,73,128,140,164],"high":[28,94],"computation":[29,58],"cost":[30],"of":[31,57,106,135,168,175],"DNNs":[32],"present":[33],"significant":[34],"challenges":[35],"deployment":[37],"energy-efficient":[39],"resource-constrained":[41],"systems.":[43],"Emerging":[44],"DNN":[45],"hardware":[46,75],"accelerators":[47],"based":[48],"on":[49],"AxC":[50,89,122],"designs":[51],"selectively":[52],"approximate":[53,74,111],"the":[54,102,115,121,136,147,169,173,176],"non-critical":[55],"segments":[56],"to":[59,119,156],"address":[60],"these":[61],"challenges.":[62],"However,":[63],"systematic":[65],"principled":[67],"that":[69,92],"incorporates":[70],"domain":[71],"knowledge":[72],"optimal":[77],"approximation":[78],"is":[79,151],"still":[80],"lacking.":[81],"In":[82],"this":[83],"paper,":[84],"we":[85,113],"propose":[86],"probabilistic-oriented":[88],"(PAxC)":[90],"framework":[91],"provides":[93],"savings":[96],"with":[97,143,158],"acceptable":[98,160],"quality":[99],"by":[100,154],"considering":[101],"overall":[103],"probability":[104],"effect":[105],"approximation.":[107],"To":[108],"achieve":[109],"aggressive":[110],"designs,":[112],"utilize":[114],"minimum":[116],"likelihood":[117],"error":[118],"determine":[120],"synergy":[123],"profile":[124],"at":[125],"both":[126],"application":[127],"circuit":[129],"levels.":[130],"This":[131],"enables":[132],"effective":[133],"coordination":[134],"trade-off":[137],"between":[138],"accuracy.":[141],"Compared":[142],"baseline":[145],"design,":[146],"power-delay":[148],"product":[149],"(PDP)":[150],"significantly":[152],"reduced":[153],"up":[155],"83.66%":[157],"an":[159],"accuracy":[161],"reduction.":[162],"Simulation":[163],"case":[166],"study":[167],"image":[170],"process":[171],"validate":[172],"effectiveness":[174],"proposed":[177],"framework.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
