{"id":"https://openalex.org/W4408870025","doi":"https://doi.org/10.1145/3712676.3719269","title":"Continual Error Correction on Low-Resource Devices","display_name":"Continual Error Correction on Low-Resource Devices","publication_year":2025,"publication_date":"2025-03-26","ids":{"openalex":"https://openalex.org/W4408870025","doi":"https://doi.org/10.1145/3712676.3719269"},"language":"en","primary_location":{"id":"doi:10.1145/3712676.3719269","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712676.3719269","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM Multimedia Systems 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/A5043398125","display_name":"Viacheslav Paramonov","orcid":"https://orcid.org/0000-0002-4662-3612"},"institutions":[{"id":"https://openalex.org/I4210117523","display_name":"Samsung (United Kingdom)","ror":"https://ror.org/01w6gjq94","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210117523"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Kirill Paramonov","raw_affiliation_strings":["Samsung Research UK, Staines, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-4662-3612","affiliations":[{"raw_affiliation_string":"Samsung Research UK, Staines, United Kingdom","institution_ids":["https://openalex.org/I4210117523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054882290","display_name":"Mete \u00d6zay","orcid":"https://orcid.org/0000-0002-7189-7260"},"institutions":[{"id":"https://openalex.org/I4210117523","display_name":"Samsung (United Kingdom)","ror":"https://ror.org/01w6gjq94","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210117523"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mete Ozay","raw_affiliation_strings":["Samsung Research UK, Staines, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-7189-7260","affiliations":[{"raw_affiliation_string":"Samsung Research UK, Staines, United Kingdom","institution_ids":["https://openalex.org/I4210117523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063580018","display_name":"Aristeidis Mystakidis","orcid":"https://orcid.org/0000-0002-5260-2906"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Aristeidis Mystakidis","raw_affiliation_strings":["CERTH, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0002-5260-2906","affiliations":[{"raw_affiliation_string":"CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093746383","display_name":"Nikolaos Tsalikidis","orcid":"https://orcid.org/0009-0006-9295-9834"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nikolaos Tsalikidis","raw_affiliation_strings":["CERTH, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0009-0006-9295-9834","affiliations":[{"raw_affiliation_string":"CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116809789","display_name":"Dimitrios Sotos","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Sotos","raw_affiliation_strings":["CERTH, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0002-2940-9913","affiliations":[{"raw_affiliation_string":"CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087842197","display_name":"Anastasis Drosou","orcid":"https://orcid.org/0000-0003-4019-5124"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Anastasios Drosou","raw_affiliation_strings":["CERTH, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0003-4019-5124","affiliations":[{"raw_affiliation_string":"CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087452615","display_name":"Dimitrios Tzovaras","orcid":"https://orcid.org/0000-0001-6915-6722"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Tzovaras","raw_affiliation_strings":["CERTH, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0001-6915-6722","affiliations":[{"raw_affiliation_string":"CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100737610","display_name":"Hyunjun Kim","orcid":"https://orcid.org/0000-0001-6810-0903"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyunjun Kim","raw_affiliation_strings":["Samsung Electronics, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0001-6810-0903","affiliations":[{"raw_affiliation_string":"Samsung Electronics, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103865284","display_name":"Kuo\u2010Chin Chang","orcid":"https://orcid.org/0000-0001-8433-1891"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kiseok Chang","raw_affiliation_strings":["Samsung Electronics, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0001-8433-1891","affiliations":[{"raw_affiliation_string":"Samsung Electronics, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055341454","display_name":"Sangdok Mo","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sangdok Mo","raw_affiliation_strings":["Samsung Electronics, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-4775-7433","affiliations":[{"raw_affiliation_string":"Samsung Electronics, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052978012","display_name":"Namwoong Kim","orcid":"https://orcid.org/0000-0002-8161-4578"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Namwoong Kim","raw_affiliation_strings":["Samsung Electronics, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-8161-4578","affiliations":[{"raw_affiliation_string":"Samsung Electronics, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Woojong Yoo","orcid":"https://orcid.org/0009-0006-8015-7906"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Woojong Yoo","raw_affiliation_strings":["Samsung Electronics, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0006-8015-7906","affiliations":[{"raw_affiliation_string":"Samsung Electronics, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072414837","display_name":"Jijoong Moon","orcid":"https://orcid.org/0000-0003-0888-2143"},"institutions":[{"id":"https://openalex.org/I4210117523","display_name":"Samsung (United Kingdom)","ror":"https://ror.org/01w6gjq94","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210117523"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ji Joong Moon","raw_affiliation_strings":["Samsung Electronics, Staines, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-0888-2143","affiliations":[{"raw_affiliation_string":"Samsung Electronics, Staines, United Kingdom","institution_ids":["https://openalex.org/I4210117523"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075734012","display_name":"Umberto Michieli","orcid":"https://orcid.org/0000-0003-2666-4342"},"institutions":[{"id":"https://openalex.org/I4210117523","display_name":"Samsung (United Kingdom)","ror":"https://ror.org/01w6gjq94","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210117523"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Umberto Michieli","raw_affiliation_strings":["Samsung Research UK, Staines, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-2666-4342","affiliations":[{"raw_affiliation_string":"Samsung Research UK, Staines, United Kingdom","institution_ids":["https://openalex.org/I4210117523"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":14,"corresponding_author_ids":["https://openalex.org/A5043398125"],"corresponding_institution_ids":["https://openalex.org/I4210117523"],"apc_list":null,"apc_paid":null,"fwci":1.0808,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74672403,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"349","last_page":"355"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T11005","display_name":"Radiation Effects in Electronics","score":0.9975000023841858,"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/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9824000000953674,"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":0.6825724840164185},{"id":"https://openalex.org/keywords/error-detection-and-correction","display_name":"Error detection and correction","score":0.5277419686317444},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.47794273495674133},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.24857303500175476},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08873316645622253}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6825724840164185},{"id":"https://openalex.org/C103088060","wikidata":"https://www.wikidata.org/wiki/Q1062839","display_name":"Error detection and correction","level":2,"score":0.5277419686317444},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.47794273495674133},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.24857303500175476},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08873316645622253}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3712676.3719269","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712676.3719269","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th ACM Multimedia Systems Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2533598788","https://openalex.org/W2948069880","https://openalex.org/W2963163009","https://openalex.org/W3026575546","https://openalex.org/W3193940683","https://openalex.org/W4288083516","https://openalex.org/W4289639938","https://openalex.org/W4362657806","https://openalex.org/W4394881903","https://openalex.org/W4399929809","https://openalex.org/W6791875987"],"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":[0,78],"proliferation":[1],"of":[2,81],"AI":[3,45],"models":[4,100],"in":[5,135,166],"everyday":[6],"devices":[7],"has":[8],"highlighted":[9],"a":[10,38,86,106],"critical":[11],"challenge:":[12],"prediction":[13],"errors":[14],"that":[15,89,109],"degrade":[16],"user":[17],"experience.":[18],"While":[19],"existing":[20],"solutions":[21],"focus":[22],"on":[23,122,138],"error":[24,69,112,133],"detection,":[25],"they":[26],"rarely":[27],"provide":[28],"efficient":[29,68],"correction":[30,70,113,134],"mechanisms,":[31],"especially":[32],"for":[33],"resource-constrained":[34],"devices.":[35],"We":[36,117],"present":[37],"novel":[39],"system":[40,79],"enabling":[41,67],"users":[42],"to":[43,93,101],"correct":[44],"misclassifications":[46],"through":[47,71,114,157],"few-shot":[48],"learning,":[49],"requiring":[50],"minimal":[51,145],"computational":[52,152],"resources":[53],"and":[54,104,126,140,150],"storage.":[55],"Our":[56,154],"approach":[57],"combines":[58],"server-side":[59,87],"foundation":[60,99],"model":[61,76],"training":[62],"with":[63],"on-device":[64],"prototype-based":[65],"classification,":[66],"prototype":[72,115],"updates":[73],"rather":[74],"than":[75,148],"retraining.":[77],"consists":[80],"two":[82],"key":[83],"components:":[84],"(1)":[85],"pipeline":[88],"leverages":[90],"knowledge":[91],"distillation":[92],"transfer":[94],"robust":[95],"feature":[96],"representations":[97],"from":[98],"device-compatible":[102],"architectures,":[103],"(2)":[105],"device-side":[107],"mechanism":[108],"enables":[110],"ultra-efficient":[111],"adaptation.":[116],"demonstrate":[118],"our":[119],"system's":[120,164],"effectiveness":[121],"both":[123],"image":[124],"classification":[125],"object":[127],"detection":[128],"tasks,":[129],"achieving":[130],"over":[131],"50%":[132],"one-shot":[136],"scenarios":[137],"Food-101":[139],"Flowers-102":[141],"datasets":[142],"while":[143],"maintaining":[144],"forgetting":[146],"(less":[147],"0.02%)":[149],"negligible":[151],"overhead.":[153],"implementation,":[155],"validated":[156],"an":[158],"Android":[159],"demonstration":[160],"app,":[161],"proves":[162],"the":[163],"practicality":[165],"real-world":[167],"scenarios.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-02T08:42:23.175194","created_date":"2025-10-10T00:00:00"}