{"id":"https://openalex.org/W4384787391","doi":"https://doi.org/10.1109/tai.2023.3296573","title":"Pseudoinvertible Neural Networks","display_name":"Pseudoinvertible Neural Networks","publication_year":2023,"publication_date":"2023-07-18","ids":{"openalex":"https://openalex.org/W4384787391","doi":"https://doi.org/10.1109/tai.2023.3296573"},"language":"en","primary_location":{"id":"doi:10.1109/tai.2023.3296573","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2023.3296573","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Artificial Intelligence","raw_type":"journal-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/A5084687327","display_name":"Elijah D. Bolluyt","orcid":"https://orcid.org/0000-0002-4624-1147"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Elijah D. Bolluyt","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Stevens Institute of Technology, Hoboken, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Stevens Institute of Technology, Hoboken, NJ, USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039316474","display_name":"Cristina Comaniciu","orcid":"https://orcid.org/0000-0002-6588-8501"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cristina Comaniciu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Stevens Institute of Technology, Hoboken, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Stevens Institute of Technology, Hoboken, NJ, USA","institution_ids":["https://openalex.org/I108468826"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5084687327"],"corresponding_institution_ids":["https://openalex.org/I108468826"],"apc_list":null,"apc_paid":null,"fwci":0.123,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.39363493,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"5","issue":"2","first_page":"602","last_page":"612"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9965000152587891,"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/T12676","display_name":"Machine Learning and ELM","score":0.9962000250816345,"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/computer-science","display_name":"Computer science","score":0.7211788296699524},{"id":"https://openalex.org/keywords/moore\u2013penrose-pseudoinverse","display_name":"Moore\u2013Penrose pseudoinverse","score":0.6753350496292114},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.6466249823570251},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6292187571525574},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.620726466178894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5905922055244446},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5324854254722595},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.46835842728614807},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.45893263816833496},{"id":"https://openalex.org/keywords/inverse-function","display_name":"Inverse function","score":0.4514833092689514},{"id":"https://openalex.org/keywords/inverse","display_name":"Inverse","score":0.44614192843437195},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38709351420402527},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3732380270957947},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14175182580947876},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08005306124687195}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7211788296699524},{"id":"https://openalex.org/C21556879","wikidata":"https://www.wikidata.org/wiki/Q43219517","display_name":"Moore\u2013Penrose pseudoinverse","level":3,"score":0.6753350496292114},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.6466249823570251},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6292187571525574},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.620726466178894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5905922055244446},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5324854254722595},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.46835842728614807},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.45893263816833496},{"id":"https://openalex.org/C140528856","wikidata":"https://www.wikidata.org/wiki/Q191884","display_name":"Inverse function","level":3,"score":0.4514833092689514},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.44614192843437195},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38709351420402527},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3732380270957947},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14175182580947876},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08005306124687195},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tai.2023.3296573","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2023.3296573","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W5176254","https://openalex.org/W1780149461","https://openalex.org/W2001610032","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2561849210","https://openalex.org/W2574952845","https://openalex.org/W2954340342","https://openalex.org/W2962793481","https://openalex.org/W2963135377","https://openalex.org/W2963359731","https://openalex.org/W2963544905","https://openalex.org/W3118608800","https://openalex.org/W4283821110","https://openalex.org/W4307409564","https://openalex.org/W6631190155","https://openalex.org/W6714644935","https://openalex.org/W6741529945","https://openalex.org/W6747624847","https://openalex.org/W6753758835","https://openalex.org/W6755609140","https://openalex.org/W6764817228","https://openalex.org/W6765551221","https://openalex.org/W6766978945","https://openalex.org/W6787972765","https://openalex.org/W6845750563"],"related_works":["https://openalex.org/W2910004569","https://openalex.org/W3201296424","https://openalex.org/W133524861","https://openalex.org/W2377937346","https://openalex.org/W2077909046","https://openalex.org/W1797940506","https://openalex.org/W2289115841","https://openalex.org/W2065664861","https://openalex.org/W4205418048","https://openalex.org/W2369203135"],"abstract_inverted_index":{"This":[0],"work":[1],"introduces":[2],"novel":[3],"architecture":[4],"components":[5],"and":[6,41,69,112],"training":[7],"procedures":[8],"to":[9,17,154,165],"create":[10,155],"augmented":[11],"neural":[12,29,163],"networks":[13],"with":[14,55],"the":[15,59,85,137,150],"ability":[16],"process":[18],"data":[19],"bidirectionally":[20],"via":[21],"an":[22],"end-to-end":[23],"approximate":[24],"inverse.":[25],"We":[26,103],"develop":[27],"pseudoinvertible":[28,144],"network":[30,164],"(PsI-NN)":[31],"layers":[32],"which":[33],"function":[34,53],"as":[35],"drop-in":[36],"replacements":[37],"for":[38],"corresponding":[39],"convolutional":[40],"fully":[42],"connected":[43],"layers;":[44],"by":[45,90],"using":[46],"these,":[47],"existing":[48,147],"architectures":[49],"gain":[50],"a":[51,67,156,161,167],"pseudoinverse":[52],"which,":[54],"training,":[56],"approximately":[57],"reverses":[58],"forward":[60],"function.":[61],"For":[62],"cases":[63],"where":[64],"learning":[65],"both":[66],"task":[68,168],"its":[70],"inverse":[71,158],"are":[72],"necessary":[73],"or":[74,83],"desirable,":[75],"we":[76],"show":[77],"that":[78,92],"PsI-NN":[79,117,132],"enabled":[80],"models":[81,96],"match":[82],"exceed":[84],"quality":[86],"of":[87,125,146],"results":[88],"generated":[89],"systems":[91],"use":[93],"two":[94,107,170],"separate":[95],"while":[97,159],"drastically":[98],"reducing":[99],"system":[100],"parameter":[101,120],"count.":[102],"demonstrate":[104],"this":[105],"on":[106],"tasks:":[108],"unpaired":[109],"image":[110,130],"translation":[111],"semisupervised":[113,129],"classification.":[114],"In":[115],"both,":[116],"greatly":[118],"reduces":[119],"count":[121],"without":[122],"any":[123],"loss":[124],"output":[126],"quality;":[127],"in":[128,169],"classification,":[131],"improves":[133],"classification":[134],"performance":[135],"beyond":[136],"baseline":[138],"autoencoder":[139],"method.":[140],"Our":[141],"approach":[142],"creates":[143],"versions":[145],"architectures,":[148],"circumventing":[149],"stringent":[151],"constraints":[152],"required":[153],"true":[157],"allowing":[160],"single":[162],"learn":[166],"directions":[171],"simultaneously.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
