{"id":"https://openalex.org/W4312292611","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892871","title":"Efficient Uncertainty Quantification for Multilabel Text Classification","display_name":"Efficient Uncertainty Quantification for Multilabel Text Classification","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4312292611","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892871"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn55064.2022.9892871","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892871","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://durham-repository.worktribe.com/output/1136303","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039518853","display_name":"Jialin Yu","orcid":"https://orcid.org/0000-0003-1381-2203"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jialin Yu","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034125179","display_name":"Alexandra I. Cristea","orcid":"https://orcid.org/0000-0002-1454-8822"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alexandra I. Cristea","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022110111","display_name":"Anoushka Harit","orcid":"https://orcid.org/0000-0002-8185-4790"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anoushka Harit","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083169271","display_name":"Zhongtian Sun","orcid":"https://orcid.org/0000-0003-0489-5203"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhongtian Sun","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060294195","display_name":"Olanrewaju Tahir Aduragba","orcid":"https://orcid.org/0000-0002-0023-8399"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Olanrewaju Tahir Aduragba","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100427516","display_name":"Lei Shi","orcid":"https://orcid.org/0000-0001-7119-3207"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lei Shi","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017619842","display_name":"Noura Al Moubayed","orcid":"https://orcid.org/0000-0001-8942-355X"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Noura Al Moubayed","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5039518853"],"corresponding_institution_ids":["https://openalex.org/I190082696"],"apc_list":null,"apc_paid":null,"fwci":0.3118,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.51993105,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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/T10028","display_name":"Topic Modeling","score":0.9983999729156494,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9983999729156494,"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":0.7526867389678955},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7163625955581665},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"Uncertainty quantification","score":0.6758753061294556},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6161067485809326},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5064376592636108},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4735649824142456},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4627438187599182},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.43204164505004883},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08279761672019958}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7526867389678955},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7163625955581665},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.6758753061294556},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6161067485809326},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5064376592636108},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4735649824142456},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4627438187599182},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.43204164505004883},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08279761672019958},{"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/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/ijcnn55064.2022.9892871","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892871","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:dro.dur.ac.uk.OAI2:36854","is_oa":false,"landing_page_url":"http://dro.dur.ac.uk/36854/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196258","display_name":"Durham Research Online (Durham University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I190082696","host_organization_name":"Durham University","host_organization_lineage":["https://openalex.org/I190082696"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN), Padova, Italy, 18-23 July 2022 [Conference proceedings]","raw_type":"Conference item"},{"id":"pmh:oai:kar.kent.ac.uk:108677","is_oa":false,"landing_page_url":"https://doi.org/10.1109/IJCNN55064.2022.9892871>)","pdf_url":null,"source":{"id":"https://openalex.org/S4377196264","display_name":"Kent Academic Repository (University of Kent)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20581793","host_organization_name":"University of Kent","host_organization_lineage":["https://openalex.org/I20581793"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:durham-repository.worktribe.com:1136303","is_oa":true,"landing_page_url":"https://durham-repository.worktribe.com/output/1136303","pdf_url":null,"source":{"id":"https://openalex.org/S4306400188","display_name":"Durham Research Online (Durham University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I190082696","host_organization_name":"Durham University","host_organization_lineage":["https://openalex.org/I190082696"],"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":"acceptedVersion"},{"id":"pmh:oai:eprints.ncl.ac.uk:288460","is_oa":false,"landing_page_url":"https://eprints.ncl.ac.uk/288460","pdf_url":null,"source":{"id":"https://openalex.org/S4306402485","display_name":"Newcastle University ePrints (Newcastle Univesity)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I84884186","host_organization_name":"Newcastle University","host_organization_lineage":["https://openalex.org/I84884186"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"pmh:oai:durham-repository.worktribe.com:1136303","is_oa":true,"landing_page_url":"https://durham-repository.worktribe.com/output/1136303","pdf_url":null,"source":{"id":"https://openalex.org/S4306400188","display_name":"Durham Research Online (Durham University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I190082696","host_organization_name":"Durham University","host_organization_lineage":["https://openalex.org/I190082696"],"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":"acceptedVersion"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W582134693","https://openalex.org/W1516111018","https://openalex.org/W1522301498","https://openalex.org/W1567512734","https://openalex.org/W1601795611","https://openalex.org/W1832693441","https://openalex.org/W1959608418","https://openalex.org/W2064675550","https://openalex.org/W2095705004","https://openalex.org/W2108501770","https://openalex.org/W2111051539","https://openalex.org/W2111959010","https://openalex.org/W2120340025","https://openalex.org/W2163605009","https://openalex.org/W2170240176","https://openalex.org/W2173681125","https://openalex.org/W2188365844","https://openalex.org/W2212703438","https://openalex.org/W2526471240","https://openalex.org/W2600383743","https://openalex.org/W2751802138","https://openalex.org/W2896457183","https://openalex.org/W2900489637","https://openalex.org/W2904751523","https://openalex.org/W2910135751","https://openalex.org/W2943739826","https://openalex.org/W2951595529","https://openalex.org/W2951965145","https://openalex.org/W2962771137","https://openalex.org/W2963223306","https://openalex.org/W2963546708","https://openalex.org/W2964030506","https://openalex.org/W2964167449","https://openalex.org/W2981581240","https://openalex.org/W3080764565","https://openalex.org/W3102100346","https://openalex.org/W3133676303","https://openalex.org/W3158616597","https://openalex.org/W3164731060","https://openalex.org/W4241644338","https://openalex.org/W4244577065","https://openalex.org/W4300126339","https://openalex.org/W4385245566","https://openalex.org/W6617145748","https://openalex.org/W6631190155","https://openalex.org/W6638836233","https://openalex.org/W6640963894","https://openalex.org/W6674330103","https://openalex.org/W6675415620","https://openalex.org/W6675944832","https://openalex.org/W6684191040","https://openalex.org/W6685053522","https://openalex.org/W6685356407","https://openalex.org/W6687045409","https://openalex.org/W6687506355","https://openalex.org/W6688167117","https://openalex.org/W6688384872","https://openalex.org/W6728275524","https://openalex.org/W6735443497","https://openalex.org/W6739901393","https://openalex.org/W6754634891","https://openalex.org/W6755207826","https://openalex.org/W6755655770","https://openalex.org/W6756831654","https://openalex.org/W6758151150","https://openalex.org/W6789828638"],"related_works":["https://openalex.org/W1991093342","https://openalex.org/W2078622645","https://openalex.org/W2170798819","https://openalex.org/W3127311823","https://openalex.org/W3196464345","https://openalex.org/W3094658433","https://openalex.org/W1986474611","https://openalex.org/W2972991241","https://openalex.org/W2049479034","https://openalex.org/W4372183490"],"abstract_inverted_index":{"Despite":[0],"rapid":[1],"advances":[2],"of":[3,81,96,152],"modern":[4],"artificial":[5],"intelligence":[6],"(AI),":[7],"there":[8],"is":[9,55],"a":[10,47,75],"growing":[11],"concern":[12],"regarding":[13],"its":[14,67],"capacity":[15],"to":[16,38,57,108,143],"be":[17,59],"explainable,":[18],"transparent,":[19],"and":[20,31,99,125,132,141],"accountable.":[21],"One":[22],"crucial":[23],"step":[24],"towards":[25],"such":[26],"AI":[27],"systems":[28],"involves":[29],"reliable":[30],"efficient":[32,61,103],"uncertainty":[33,39,82,104,155],"quantification":[34,40,83,105],"methods.":[35],"Existing":[36],"approaches":[37],"in":[41,62,69,121,156],"natural":[42],"language":[43],"processing":[44],"(NLP)":[45],"take":[46],"Bayesian":[48],"Deep":[49],"Learning":[50],"approach.":[51],"However,":[52],"the":[53,79,122,150],"latter":[54],"known":[56],"not":[58],"computationally":[60],"testing":[63],"time,":[64],"thus":[65],"hindering":[66],"applicability":[68],"real-life":[70],"scenarios.":[71],"This":[72],"paper":[73],"proposes":[74],"new":[76],"focus":[77],"on":[78,87,116,134],"efficiency":[80],"methods,":[84],"evaluating":[85],"them":[86],"four":[88],"multi-label":[89],"text":[90],"classification":[91],"tasks.":[92],"Our":[93,147],"novel":[94],"methods":[95],"representing":[97],"epistemic":[98],"aleatoric":[100],"uncertainties":[101],"enable":[102],"(around":[106],"13":[107],"45":[109],"times":[110],"faster":[111],"than":[112],"existing":[113],"approaches,":[114],"depending":[115],"architecture)":[117],"with":[118],"posterior":[119],"analysis":[120],"(approximated)":[123],"latent-":[124],"data":[126],"space.":[127],"We":[128],"conduct":[129],"extensive":[130],"experiments":[131],"studies":[133],"diverse":[135],"neural":[136,157],"network":[137],"architectures":[138],"(LSTM,":[139],"CNN":[140],"Transformer)":[142],"analyse":[144],"their":[145],"power.":[146],"results":[148],"prove":[149],"benefits":[151],"explicitly":[153],"modelling":[154],"networks.":[158]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-25T21:42:39.735039","created_date":"2025-10-10T00:00:00"}
