{"id":"https://openalex.org/W4410582444","doi":"https://doi.org/10.23919/date64628.2025.10993191","title":"Late Breaking Results: Leveraging Approximate Computing for Carbon-Aware DNN Accelerators","display_name":"Late Breaking Results: Leveraging Approximate Computing for Carbon-Aware DNN Accelerators","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4410582444","doi":"https://doi.org/10.23919/date64628.2025.10993191"},"language":"en","primary_location":{"id":"doi:10.23919/date64628.2025.10993191","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10993191","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation &amp;amp; Test in Europe Conference (DATE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5107549754","display_name":"Aikaterini Maria Panteleaki","orcid":null},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aikaterini Maria Panteleaki","raw_affiliation_strings":["Southern Illinois University Carbondale"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern Illinois University Carbondale","institution_ids":["https://openalex.org/I110378019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006315507","display_name":"Konstantinos Balaskas","orcid":"https://orcid.org/0000-0003-2886-6896"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantinos Balaskas","raw_affiliation_strings":["University of Patras"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101710750","display_name":"Georgios Zervakis","orcid":"https://orcid.org/0000-0002-3015-2238"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Zervakis","raw_affiliation_strings":["University of Patras"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hussam Amrouch","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hussam Amrouch","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052217926","display_name":"Iraklis Anagnostopoulos","orcid":"https://orcid.org/0000-0003-0985-3045"},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Iraklis Anagnostopoulos","raw_affiliation_strings":["Southern Illinois University Carbondale"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern Illinois University Carbondale","institution_ids":["https://openalex.org/I110378019"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.4113,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.98042551,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9983000159263611,"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":0.9983000159263611,"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":0.9957000017166138,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9905999898910522,"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/computer-science","display_name":"Computer science","score":0.7338041067123413},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.38422396779060364},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.3780060410499573},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.36504387855529785}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7338041067123413},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.38422396779060364},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.3780060410499573},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.36504387855529785}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date64628.2025.10993191","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10993191","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation &amp;amp; Test in Europe Conference (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2018985124","display_name":null,"funder_award_id":"CCF 2324854","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2935331687","https://openalex.org/W3157218387","https://openalex.org/W4281971810","https://openalex.org/W4285269240","https://openalex.org/W4323345742","https://openalex.org/W4393407320","https://openalex.org/W4402835401"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"of":[3],"Machine":[4],"Learning":[5],"(ML)":[6],"has":[7],"increased":[8],"demand":[9],"for":[10],"DNN":[11],"hardware":[12],"accelerators,":[13],"but":[14],"their":[15],"embodied":[16,62],"carbon":[17,63],"footprint":[18],"poses":[19],"significant":[20],"environmental":[21],"challenges.":[22],"This":[23],"paper":[24],"leverages":[25],"approximate":[26,48],"computing":[27],"to":[28],"design":[29,54],"sustainable":[30],"accelerators":[31],"by":[32],"minimizing":[33],"the":[34,52],"Carbon":[35],"Delay":[36],"Product":[37],"(CDP).":[38],"Using":[39],"gate-level":[40],"pruning":[41],"and":[42,50,67],"precision":[43],"scaling,":[44],"we":[45],"generate":[46],"area-aware":[47],"multipliers":[49],"optimize":[51],"accelerator":[53],"with":[55],"a":[56],"genetic":[57],"algorithm.":[58],"Results":[59],"demonstrate":[60],"reduced":[61],"while":[64],"meeting":[65],"performance":[66],"accuracy":[68],"requirements.":[69]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
