{"id":"https://openalex.org/W4323824543","doi":"https://doi.org/10.1109/iceic57457.2023.10049939","title":"Stable Quantization-Aware Training with Adaptive Gradient Clipping","display_name":"Stable Quantization-Aware Training with Adaptive Gradient Clipping","publication_year":2023,"publication_date":"2023-02-05","ids":{"openalex":"https://openalex.org/W4323824543","doi":"https://doi.org/10.1109/iceic57457.2023.10049939"},"language":"en","primary_location":{"id":"doi:10.1109/iceic57457.2023.10049939","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceic57457.2023.10049939","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Electronics, Information, and Communication (ICEIC)","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/A5103608204","display_name":"Ji-Hoon Park","orcid":"https://orcid.org/0009-0002-4725-2531"},"institutions":[{"id":"https://openalex.org/I191879574","display_name":"Inha University","ror":"https://ror.org/01easw929","country_code":"KR","type":"education","lineage":["https://openalex.org/I191879574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jihoon Park","raw_affiliation_strings":["Engineering Inha University,Department of Electric and Computer,Incheon,Korea","Department of Electric and Computer, Engineering Inha University, Incheon, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Inha University,Department of Electric and Computer,Incheon,Korea","institution_ids":["https://openalex.org/I191879574"]},{"raw_affiliation_string":"Department of Electric and Computer, Engineering Inha University, Incheon, Korea","institution_ids":["https://openalex.org/I191879574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100426775","display_name":"Seunghyun Lee","orcid":"https://orcid.org/0000-0001-7139-1764"},"institutions":[{"id":"https://openalex.org/I191879574","display_name":"Inha University","ror":"https://ror.org/01easw929","country_code":"KR","type":"education","lineage":["https://openalex.org/I191879574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seunghyun Lee","raw_affiliation_strings":["Engineering Inha University,Department of Electric and Computer,Incheon,Korea","Department of Electric and Computer, Engineering Inha University, Incheon, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Inha University,Department of Electric and Computer,Incheon,Korea","institution_ids":["https://openalex.org/I191879574"]},{"raw_affiliation_string":"Department of Electric and Computer, Engineering Inha University, Incheon, Korea","institution_ids":["https://openalex.org/I191879574"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5105757892","display_name":"Byung-Cheol Song","orcid":null},"institutions":[{"id":"https://openalex.org/I191879574","display_name":"Inha University","ror":"https://ror.org/01easw929","country_code":"KR","type":"education","lineage":["https://openalex.org/I191879574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Byung-Cheol Song","raw_affiliation_strings":["Engineering Inha University,Department of Electrical and Computer,Incheon,Korea","Department of Electrical and Computer, Engineering Inha University, Incheon, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Inha University,Department of Electrical and Computer,Incheon,Korea","institution_ids":["https://openalex.org/I191879574"]},{"raw_affiliation_string":"Department of Electrical and Computer, Engineering Inha University, Incheon, Korea","institution_ids":["https://openalex.org/I191879574"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I191879574"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9941999912261963,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9941999912261963,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/clipping","display_name":"Clipping (morphology)","score":0.8370645046234131},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.763764500617981},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6754985451698303},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.5879186391830444},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.448491632938385},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4382176399230957},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3611218333244324},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.32420092821121216},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2897173762321472}],"concepts":[{"id":"https://openalex.org/C2776848632","wikidata":"https://www.wikidata.org/wiki/Q853463","display_name":"Clipping (morphology)","level":2,"score":0.8370645046234131},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.763764500617981},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6754985451698303},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.5879186391830444},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.448491632938385},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4382176399230957},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3611218333244324},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.32420092821121216},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2897173762321472},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceic57457.2023.10049939","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceic57457.2023.10049939","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Electronics, Information, and Communication (ICEIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2963122961","https://openalex.org/W3017746288","https://openalex.org/W3108424616","https://openalex.org/W3128633047","https://openalex.org/W3137147200","https://openalex.org/W4287118909","https://openalex.org/W6776320331","https://openalex.org/W6786271619","https://openalex.org/W6790428460","https://openalex.org/W6796815506"],"related_works":["https://openalex.org/W2186896963","https://openalex.org/W4223564283","https://openalex.org/W2155977751","https://openalex.org/W2128365795","https://openalex.org/W2169634423","https://openalex.org/W2751888684","https://openalex.org/W4300616483","https://openalex.org/W197875813","https://openalex.org/W2139899299","https://openalex.org/W3131153302"],"abstract_inverted_index":{"Quantization-Aware":[0],"Training":[1],"(QAT)":[2],"uses":[3],"batch":[4],"normalization":[5,16],"(BN)":[6],"folding":[7],"during":[8],"fine-tuning,":[9],"so":[10],"it":[11],"may":[12],"not":[13],"use":[14],"the":[15,19,33],"effects":[17],"of":[18],"BN":[20],"layer.":[21],"HAWQ,":[22],"which":[23],"achieved":[24],"SOTA":[25],"with":[26],"QAT,":[27],"has":[28],"significant":[29],"accuracy":[30,52],"degradation":[31],"as":[32],"training":[34,49],"becomes":[35],"longer.":[36],"In":[37],"this":[38],"paper,":[39],"we":[40,57],"apply":[41],"Adaptive":[42],"Gradient":[43],"Clipping":[44],"(AGC)":[45],"to":[46],"stable":[47],"quantization-aware":[48],"and":[50],"improve":[51],"by":[53],"adding":[54],"Dropout.":[55],"Moreover,":[56],"have":[58],"ablation":[59],"studies":[60],"about":[61],"AGC.":[62]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}