{"id":"https://openalex.org/W4392402568","doi":"https://doi.org/10.5220/0012269000003660","title":"Enabling On-Device Continual Learning with Binary Neural Networks and Latent Replay","display_name":"Enabling On-Device Continual Learning with Binary Neural Networks and Latent Replay","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392402568","doi":"https://doi.org/10.5220/0012269000003660"},"language":"en","primary_location":{"id":"doi:10.5220/0012269000003660","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0012269000003660","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0012269000003660","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020859198","display_name":"Lorenzo Vorabbi","orcid":"https://orcid.org/0000-0002-4634-2044"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Lorenzo Vorabbi","raw_affiliation_strings":["Datalogic Labs, Bologna, 40012, Italy, --- Select a Country ---","Department of Computer Science and Engineering (DISI), University of Bologna, Cesena, Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Datalogic Labs, Bologna, 40012, Italy, --- Select a Country ---","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Science and Engineering (DISI), University of Bologna, Cesena, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027196976","display_name":"Davide Maltoni","orcid":"https://orcid.org/0000-0002-6329-6756"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide Maltoni","raw_affiliation_strings":["Department of Computer Science and Engineering (DISI), University of Bologna, Cesena, Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering (DISI), University of Bologna, Cesena, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054837437","display_name":"Guido Borghi","orcid":"https://orcid.org/0000-0003-2441-7524"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Guido Borghi","raw_affiliation_strings":["Department of Computer Science and Engineering (DISI), University of Bologna, Cesena, Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering (DISI), University of Bologna, Cesena, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110854648","display_name":"Stefano Santi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stefano Santi","raw_affiliation_strings":["Datalogic Labs, Bologna, 40012, Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Datalogic Labs, Bologna, 40012, Italy, --- Select a Country ---","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5020859198"],"corresponding_institution_ids":["https://openalex.org/I9360294"],"apc_list":null,"apc_paid":null,"fwci":2.3046,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.89175238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"25","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9258999824523926,"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"}},"topics":[{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9258999824523926,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9063000082969666,"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"}},{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9003999829292297,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7798861265182495},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5790122151374817},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5201385617256165},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5144720077514648},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4084237813949585}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7798861265182495},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5790122151374817},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5201385617256165},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5144720077514648},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4084237813949585},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5220/0012269000003660","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0012269000003660","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.unibo.it:11585/954720","is_oa":true,"landing_page_url":"https://hdl.handle.net/11585/954720","pdf_url":"https://cris.unibo.it/bitstream/11585/954720/3/122690.pdf","source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:iris.unimore.it:11380/1339395","is_oa":true,"landing_page_url":"https://hdl.handle.net/11380/1339395","pdf_url":"https://iris.unimore.it/bitstream/11380/1339395/1/122690.pdf","source":{"id":"https://openalex.org/S4377196326","display_name":"Iris Unimore (University of Modena and Reggio Emilia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122346577","host_organization_name":"University of Modena and Reggio Emilia","host_organization_lineage":["https://openalex.org/I122346577"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.5220/0012269000003660","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0012269000003660","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1836465849","https://openalex.org/W1841592590","https://openalex.org/W2119885577","https://openalex.org/W2300242332","https://openalex.org/W2319920447","https://openalex.org/W2551176409","https://openalex.org/W2560647685","https://openalex.org/W2785961331","https://openalex.org/W2788388592","https://openalex.org/W2803113791","https://openalex.org/W2887447938","https://openalex.org/W2949016074","https://openalex.org/W2951829782","https://openalex.org/W2963122961","https://openalex.org/W3008515144","https://openalex.org/W3011347095","https://openalex.org/W3043569052","https://openalex.org/W3104151879","https://openalex.org/W3113151582","https://openalex.org/W3117109798","https://openalex.org/W3118608800","https://openalex.org/W3130320103","https://openalex.org/W3163939464","https://openalex.org/W3199421948","https://openalex.org/W3205667954","https://openalex.org/W4226286980","https://openalex.org/W4283766928","https://openalex.org/W4287824105","https://openalex.org/W4287864557","https://openalex.org/W4291214121","https://openalex.org/W4297775537","https://openalex.org/W4301365964","https://openalex.org/W4362598782","https://openalex.org/W4384699872","https://openalex.org/W4391143039"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":{"On-device":[0],"learning":[1,52,161],"remains":[2],"a":[3,81,116,135,142],"formidable":[4],"challenge,":[5],"especially":[6],"when":[7],"dealing":[8],"with":[9,56,141],"resource-constrained":[10],"devices":[11,32],"that":[12,83,120],"have":[13],"limited":[14],"computational":[15],"capabilities.":[16],"This":[17],"challenge":[18],"is":[19,33,66],"primarily":[20],"rooted":[21],"in":[22,73,87,139,145,154,162],"two":[23],"key":[24],"issues:":[25],"first,":[26],"the":[27,38,49,70,88,123,149,156],"memory":[28,146],"available":[29],"on":[30,45,54],"embedded":[31],"typically":[34],"insufficient":[35],"to":[36,69,98],"accommodate":[37],"memory-intensive":[39],"back-propagation":[40],"algorithm,":[41],"which":[42],"often":[43],"relies":[44],"floating-point":[46],"precision.":[47],"Second,":[48],"development":[50],"of":[51,90,125,151,159],"algorithms":[53],"models":[55],"extreme":[57],"quantization":[58,118],"levels,":[59],"such":[60],"as":[61],"Binary":[62,95],"Neural":[63,96],"Networks":[64,97],"(BNNs),":[65],"critical":[67],"due":[68],"drastic":[71],"reduction":[72,144],"bit":[74],"representation.":[75],"In":[76],"this":[77],"study,":[78],"we":[79],"propose":[80],"solution":[82],"combines":[84],"recent":[85],"advancements":[86],"field":[89],"Continual":[91],"Learning":[92],"(CL)":[93],"and":[94,115],"enable":[99],"on-device":[100],"training":[101],"while":[102],"maintaining":[103],"competitive":[104],"performance.":[105],"Specifically,":[106],"our":[107,152],"approach":[108,153],"leverages":[109],"binary":[110],"latent":[111],"replay":[112],"(LR)":[113],"activations":[114],"novel":[117],"scheme":[119],"significantly":[121],"reduces":[122],"number":[124],"bits":[126],"required":[127],"for":[128],"gradient":[129],"computation.":[130],"The":[131],"experimental":[132],"validation":[133],"demonstrates":[134],"significant":[136],"accuracy":[137],"improvement":[138],"combination":[140],"noticeable":[143],"requirement,":[147],"confirming":[148],"suitability":[150],"expanding":[155],"practical":[157],"applications":[158],"deep":[160],"real-world":[163],"scenarios.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-02T08:42:23.175194","created_date":"2025-10-10T00:00:00"}