{"id":"https://openalex.org/W2921035465","doi":"https://doi.org/10.1109/ijcnn.2019.8852360","title":"A Spiking Network for Inference of Relations Trained with Neuromorphic Backpropagation","display_name":"A Spiking Network for Inference of Relations Trained with Neuromorphic Backpropagation","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2921035465","doi":"https://doi.org/10.1109/ijcnn.2019.8852360","mag":"2921035465"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2019.8852360","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852360","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1903.04341","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052581839","display_name":"Johannes Thiele","orcid":null},"institutions":[{"id":"https://openalex.org/I4210085861","display_name":"Laboratoire d'Int\u00e9gration des Syst\u00e8mes et des Technologies","ror":"https://ror.org/000dbcc61","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I277688954","https://openalex.org/I4210085861","https://openalex.org/I4210117989"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Johannes C. Thiele","raw_affiliation_strings":["CEA, LIST, Gif-sur-Yvette CEDEX, France","Commissariat A L'Energie Atomique Et Aux Energies  Alternatives"],"affiliations":[{"raw_affiliation_string":"CEA, LIST, Gif-sur-Yvette CEDEX, France","institution_ids":["https://openalex.org/I4210085861","https://openalex.org/I2738703131"]},{"raw_affiliation_string":"Commissariat A L'Energie Atomique Et Aux Energies  Alternatives","institution_ids":["https://openalex.org/I2738703131"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076632990","display_name":"Olivier Bichler","orcid":null},"institutions":[{"id":"https://openalex.org/I4210085861","display_name":"Laboratoire d'Int\u00e9gration des Syst\u00e8mes et des Technologies","ror":"https://ror.org/000dbcc61","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I277688954","https://openalex.org/I4210085861","https://openalex.org/I4210117989"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Olivier Bichler","raw_affiliation_strings":["CEA, LIST, Gif-sur-Yvette CEDEX, France"],"affiliations":[{"raw_affiliation_string":"CEA, LIST, Gif-sur-Yvette CEDEX, France","institution_ids":["https://openalex.org/I4210085861","https://openalex.org/I2738703131"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008973296","display_name":"Antoine Dupret","orcid":null},"institutions":[{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210085861","display_name":"Laboratoire d'Int\u00e9gration des Syst\u00e8mes et des Technologies","ror":"https://ror.org/000dbcc61","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I277688954","https://openalex.org/I4210085861","https://openalex.org/I4210117989"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Antoine Dupret","raw_affiliation_strings":["CEA, LIST, Gif-sur-Yvette CEDEX, France"],"affiliations":[{"raw_affiliation_string":"CEA, LIST, Gif-sur-Yvette CEDEX, France","institution_ids":["https://openalex.org/I4210085861","https://openalex.org/I2738703131"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084544794","display_name":"Sergio Solinas","orcid":"https://orcid.org/0000-0002-8605-8515"},"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"]},{"id":"https://openalex.org/I12708293","display_name":"SIB Swiss Institute of Bioinformatics","ror":"https://ror.org/002n09z45","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I12708293"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Sergio Solinas","raw_affiliation_strings":["Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland","Institute of Neuroinformatics, University of Zurich and ETH Zurich, Z\u00fcrich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I12708293","https://openalex.org/I202697423","https://openalex.org/I35440088"]},{"raw_affiliation_string":"Institute of Neuroinformatics, University of Zurich and ETH Zurich, Z\u00fcrich, Switzerland","institution_ids":["https://openalex.org/I12708293","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060241952","display_name":"Giacomo Indiveri","orcid":"https://orcid.org/0000-0002-7109-1689"},"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/I12708293","display_name":"SIB Swiss Institute of Bioinformatics","ror":"https://ror.org/002n09z45","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I12708293"]},{"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":"Giacomo Indiveri","raw_affiliation_strings":["Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland","Institute of Neuroinformatics, University of Zurich and ETH Zurich, Z\u00fcrich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I12708293","https://openalex.org/I202697423","https://openalex.org/I35440088"]},{"raw_affiliation_string":"Institute of Neuroinformatics, University of Zurich and ETH Zurich, Z\u00fcrich, Switzerland","institution_ids":["https://openalex.org/I12708293","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5052581839"],"corresponding_institution_ids":["https://openalex.org/I2738703131","https://openalex.org/I4210085861"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01479657,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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":0.9993000030517578,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9975000023841858,"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/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.9410526752471924},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.815592885017395},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7366371154785156},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.7199875116348267},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7130849957466125},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.6393790245056152},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5747917294502258},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5501459836959839},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.43284353613853455},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.42907679080963135},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40197181701660156},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.09679481387138367}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.9410526752471924},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.815592885017395},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7366371154785156},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.7199875116348267},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7130849957466125},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.6393790245056152},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5747917294502258},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5501459836959839},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.43284353613853455},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.42907679080963135},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40197181701660156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.09679481387138367}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/ijcnn.2019.8852360","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852360","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1903.04341","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1903.04341","pdf_url":"https://arxiv.org/pdf/1903.04341","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.1903.04341","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1903.04341","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"},{"id":"mag:2921035465","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1903.04341","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1903.04341","pdf_url":"https://arxiv.org/pdf/1903.04341","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2921035465.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1482458494","https://openalex.org/W1498436455","https://openalex.org/W1677182931","https://openalex.org/W2034602202","https://openalex.org/W2098580305","https://openalex.org/W2112796928","https://openalex.org/W2135908272","https://openalex.org/W2147101007","https://openalex.org/W2513853720","https://openalex.org/W2516637873","https://openalex.org/W2552737632","https://openalex.org/W2565565355","https://openalex.org/W2598089954","https://openalex.org/W2620474507","https://openalex.org/W2621826044","https://openalex.org/W2626540870","https://openalex.org/W2749476078","https://openalex.org/W2754845850","https://openalex.org/W2798690537","https://openalex.org/W2805087868","https://openalex.org/W2896097393","https://openalex.org/W2963817554","https://openalex.org/W2971713705","https://openalex.org/W3099544558","https://openalex.org/W3102087395","https://openalex.org/W6725986555","https://openalex.org/W6735148790","https://openalex.org/W6739434765"],"related_works":["https://openalex.org/W3015305007","https://openalex.org/W2565565355","https://openalex.org/W2963743287","https://openalex.org/W2767014331","https://openalex.org/W2756276189","https://openalex.org/W2508268073","https://openalex.org/W3131852626","https://openalex.org/W3209661692","https://openalex.org/W2964338223","https://openalex.org/W3019438330","https://openalex.org/W3015764616","https://openalex.org/W3102087395","https://openalex.org/W2963089565","https://openalex.org/W3147709328","https://openalex.org/W2743130883","https://openalex.org/W3191391055","https://openalex.org/W3090393008","https://openalex.org/W2590382526","https://openalex.org/W3090932490"],"abstract_inverted_index":{"The":[0,71],"increasing":[1],"need":[2],"for":[3,44,60,142,189],"intelligent":[4],"sensors":[5,38],"in":[6,26,67,87,196],"a":[7,41,55,76],"wide":[8],"range":[9],"of":[10,16,36,62,79,118,140,146],"everyday":[11],"objects":[12],"requires":[13],"the":[14,34,80,104,116,119,132,162],"existence":[15],"low":[17],"power":[18],"information":[19],"processing":[20,33],"systems":[21],"which":[22,97,172],"can":[23],"operate":[24],"autonomously":[25],"their":[27],"environment.":[28],"In":[29,50],"particular,":[30],"merging":[31],"and":[32,127,144,193],"outputs":[35],"different":[37],"efficiently":[39],"is":[40,73,150,161,173],"necessary":[42],"requirement":[43],"mobile":[45],"agents":[46],"with":[47,75,156,168],"cognitive":[48],"abilities.":[49],"this":[51],"work,":[52],"we":[53],"present":[54],"multi-layer":[56],"spiking":[57,164],"neural":[58,165],"network":[59,166],"inference":[61,125,145,178],"relations":[63],"between":[64],"stimuli":[65],"patterns":[66],"dedicated":[68],"neuromorphic":[69,88,198],"systems.":[70],"system":[72,187],"trained":[74],"new":[77],"version":[78],"backpropagation":[81],"algorithm":[82],"adapted":[83],"to":[84,136,152,175],"on-chip":[85,169],"learning":[86,143,170,195],"hardware:":[89],"Error":[90],"gradients":[91],"are":[92,98],"encoded":[93],"as":[94,109],"spike":[95],"signals":[96],"propagated":[99],"through":[100],"symmetric":[101],"synapses,":[102],"using":[103],"same":[105],"integrate-and-fire":[106],"hardware":[107],"infrastructure":[108],"used":[110],"during":[111],"forward":[112],"propagation.":[113],"We":[114],"demonstrate":[115],"strength":[117],"approach":[120,149],"on":[121,128,131,179],"an":[122],"arithmetic":[123],"relation":[124],"task":[126],"visual":[129,181],"XOR":[130],"MNIST":[133],"dataset.":[134],"Compared":[135],"previous,":[137],"biologically-inspired":[138],"implementations":[139],"networks":[141],"relations,":[147],"our":[148,186],"able":[151,174],"achieve":[153],"better":[154],"performance":[155],"less":[157],"neurons.":[158],"Our":[159],"architecture":[160,167],"first":[163],"capabilities,":[171],"perform":[176],"relational":[177],"complex":[180],"stimuli.":[182],"These":[183],"features":[184],"make":[185],"interesting":[188],"sensor":[190],"fusion":[191],"applications":[192],"embedded":[194],"autonomous":[197],"agents.":[199]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2022-07-29T00:00:00"}
