{"id":"https://openalex.org/W4313042187","doi":"https://doi.org/10.1109/iscas48785.2022.9937833","title":"Stochastic dendrites enable online learning in mixed-signal neuromorphic processing systems","display_name":"Stochastic dendrites enable online learning in mixed-signal neuromorphic processing systems","publication_year":2022,"publication_date":"2022-05-28","ids":{"openalex":"https://openalex.org/W4313042187","doi":"https://doi.org/10.1109/iscas48785.2022.9937833"},"language":"en","primary_location":{"id":"doi:10.1109/iscas48785.2022.9937833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas48785.2022.9937833","pdf_url":null,"source":{"id":"https://openalex.org/S4363604393","display_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5012873049","display_name":"Matteo Cartiglia","orcid":"https://orcid.org/0000-0001-8936-6727"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Matteo Cartiglia","raw_affiliation_strings":["University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057"],"affiliations":[{"raw_affiliation_string":"University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057","institution_ids":["https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091352323","display_name":"Arianna Rubino","orcid":"https://orcid.org/0000-0002-5036-1969"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Arianna Rubino","raw_affiliation_strings":["University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057"],"affiliations":[{"raw_affiliation_string":"University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057","institution_ids":["https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049611399","display_name":"Shyam Narayanan","orcid":"https://orcid.org/0000-0001-7601-1644"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Shyam Narayanan","raw_affiliation_strings":["University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057"],"affiliations":[{"raw_affiliation_string":"University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057","institution_ids":["https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053902946","display_name":"Charlotte Frenkel","orcid":"https://orcid.org/0000-0002-1879-0288"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Charlotte Frenkel","raw_affiliation_strings":["University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057"],"affiliations":[{"raw_affiliation_string":"University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057","institution_ids":["https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016225748","display_name":"Germain Haessig","orcid":"https://orcid.org/0000-0001-6273-1341"},"institutions":[{"id":"https://openalex.org/I132118926","display_name":"Austrian Institute of Technology","ror":"https://ror.org/04knbh022","country_code":"AT","type":"facility","lineage":["https://openalex.org/I132118926"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Germain Haessig","raw_affiliation_strings":["Austrian Institute of Technology Giefinggasse 4,Vienna,Austria,1210"],"affiliations":[{"raw_affiliation_string":"Austrian Institute of Technology Giefinggasse 4,Vienna,Austria,1210","institution_ids":["https://openalex.org/I132118926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060241952","display_name":"Giacomo Indiveri","orcid":"https://orcid.org/0000-0002-7109-1689"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Giacomo Indiveri","raw_affiliation_strings":["University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057"],"affiliations":[{"raw_affiliation_string":"University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057","institution_ids":["https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025696765","display_name":"Melika Payvand","orcid":"https://orcid.org/0000-0001-5400-067X"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Melika Payvand","raw_affiliation_strings":["University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057"],"affiliations":[{"raw_affiliation_string":"University of Zurich and ETH Zurich,Institute of Neuroinformatics,Winterthurerstr. 190,Zurich,Switzerland,8057","institution_ids":["https://openalex.org/I202697423","https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5012873049"],"corresponding_institution_ids":["https://openalex.org/I202697423","https://openalex.org/I35440088"],"apc_list":null,"apc_paid":null,"fwci":4.8335,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.97173735,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"476","last_page":"480"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":1.0,"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":1.0,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9977999925613403,"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/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.9447513818740845},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.8770571947097778},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7953523397445679},{"id":"https://openalex.org/keywords/spike","display_name":"Spike (software development)","score":0.666329026222229},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.6198252439498901},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5959193110466003},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5764933228492737},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.4544539451599121},{"id":"https://openalex.org/keywords/biological-neural-network","display_name":"Biological neural network","score":0.43956103920936584},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43210363388061523},{"id":"https://openalex.org/keywords/electronic-circuit","display_name":"Electronic circuit","score":0.4276716709136963},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3547325134277344}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.9447513818740845},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.8770571947097778},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7953523397445679},{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.666329026222229},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.6198252439498901},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5959193110466003},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5764933228492737},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4544539451599121},{"id":"https://openalex.org/C118403218","wikidata":"https://www.wikidata.org/wiki/Q43283","display_name":"Biological neural network","level":2,"score":0.43956103920936584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43210363388061523},{"id":"https://openalex.org/C134146338","wikidata":"https://www.wikidata.org/wiki/Q1815901","display_name":"Electronic circuit","level":2,"score":0.4276716709136963},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3547325134277344},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas48785.2022.9937833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas48785.2022.9937833","pdf_url":null,"source":{"id":"https://openalex.org/S4363604393","display_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"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":28,"referenced_works":["https://openalex.org/W1695065985","https://openalex.org/W1902934009","https://openalex.org/W2006814548","https://openalex.org/W2018027127","https://openalex.org/W2118717252","https://openalex.org/W2158387186","https://openalex.org/W2529004582","https://openalex.org/W2604086949","https://openalex.org/W2783525259","https://openalex.org/W2798690537","https://openalex.org/W2883593518","https://openalex.org/W2943535966","https://openalex.org/W2962998014","https://openalex.org/W2964010909","https://openalex.org/W2982651937","https://openalex.org/W2984844508","https://openalex.org/W3013080934","https://openalex.org/W3020591761","https://openalex.org/W3037965865","https://openalex.org/W3091629465","https://openalex.org/W3098807470","https://openalex.org/W3107362149","https://openalex.org/W3120582545","https://openalex.org/W4289363499","https://openalex.org/W6639703010","https://openalex.org/W6677698971","https://openalex.org/W6755303222","https://openalex.org/W6929116918"],"related_works":["https://openalex.org/W3137378424","https://openalex.org/W2809732489","https://openalex.org/W4287780255","https://openalex.org/W3023361272","https://openalex.org/W4391092513","https://openalex.org/W4393235919","https://openalex.org/W4281699635","https://openalex.org/W4321472116","https://openalex.org/W2542565870","https://openalex.org/W3202619090"],"abstract_inverted_index":{"The":[0,133],"stringent":[1],"memory":[2,75],"and":[3,35,76,156,187],"power":[4],"constraints":[5],"required":[6],"in":[7,80,114,137],"edge-computing":[8],"sensory-processing":[9],"applications":[10],"have":[11,102],"made":[12],"event-driven":[13],"neuromorphic":[14],"systems":[15,24,47],"a":[16,50,81,138,145,175],"promising":[17],"technology.":[18],"On-chip":[19],"online":[20,42,131],"learning":[21,43,52,125,163],"provides":[22],"such":[23],"the":[25,29,32,56,92,162,168,184],"ability":[26],"to":[27,36,38,88,127,183],"learn":[28],"statistics":[30],"of":[31,107,174],"incoming":[33],"data":[34],"adapt":[37],"their":[39],"changes.":[40],"Implementing":[41],"on":[44],"event":[45],"driven-neuromorphic":[46],"requires":[48],"(i)":[49],"spike-based":[51,124],"algorithm":[53],"that":[54,84,160,190],"calculates":[55],"weight":[57,69],"updates":[58,70,90],"using":[59,144,171],"only":[60],"local":[61],"information":[62],"from":[63],"streaming":[64],"data,":[65],"(ii)":[66],"mapping":[67],"these":[68,112,120],"onto":[71],"limited":[72],"bit":[73],"precision":[74,180],"(iii)":[77],"doing":[78],"so":[79],"robust":[82],"manner":[83],"does":[85],"not":[86],"lead":[87],"unnecessary":[89],"as":[91],"system":[93],"is":[94],"reaching":[95],"its":[96],"optimal":[97],"output.":[98],"Recent":[99],"neuroscience":[100],"studies":[101,121],"shown":[103],"how":[104],"dendritic":[105,130],"compartments":[106],"cortical":[108],"neurons":[109],"can":[110],"solve":[111],"problems":[113],"biological":[115],"neural":[116,141],"networks.":[117],"Inspired":[118],"by":[119],"we":[122,153],"propose":[123],"circuits":[126,134,155],"implement":[128],"stochastic":[129],"learning.":[132],"are":[135],"embedded":[136],"prototype":[139],"spiking":[140],"network":[142,177],"fabricated":[143],"180nm":[146],"process.":[147],"Following":[148],"an":[149],"algorithm-circuits":[150],"co-design":[151],"approach":[152],"present":[154],"behavioral":[157,172],"simulation":[158],"results":[159,189],"demonstrate":[161],"rule":[164],"features.":[165],"We":[166],"validate":[167],"proposed":[169],"method":[170],"simulations":[173],"single-layer":[176],"with":[178],"4-bit":[179],"weights":[181],"applied":[182],"MNIST":[185],"benchmark,":[186],"demonstrating":[188],"reach":[191],"accuracy":[192],"levels":[193],"above":[194],"85%.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
