{"id":"https://openalex.org/W4295768368","doi":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882726","title":"Can Post-hoc Explanations Effectively Detect Out-of-Distribution Samples?","display_name":"Can Post-hoc Explanations Effectively Detect Out-of-Distribution Samples?","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4295768368","doi":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882726"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee55066.2022.9882726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882726","pdf_url":null,"source":{"id":"https://openalex.org/S4363608205","display_name":"2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","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 Conference on Fuzzy Systems (FUZZ-IEEE)","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/A5079795746","display_name":"Aitor Mart\u00ednez-Seras","orcid":"https://orcid.org/0000-0003-3803-3193"},"institutions":[{"id":"https://openalex.org/I4210091170","display_name":"Euskadiko Parke Teknologikoa","ror":"https://ror.org/00caq9197","country_code":"ES","type":"archive","lineage":["https://openalex.org/I4210091170"]},{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Aitor Martinez-Seras","raw_affiliation_strings":["Basque Research and Technology Alliance (BRTA),TECNALIA,Derio,Bizkaia,Spain,48160","University of the Basque Country (UPV/EHU), Bilbao, Bizkaia, Spain"],"affiliations":[{"raw_affiliation_string":"Basque Research and Technology Alliance (BRTA),TECNALIA,Derio,Bizkaia,Spain,48160","institution_ids":["https://openalex.org/I4210091170"]},{"raw_affiliation_string":"University of the Basque Country (UPV/EHU), Bilbao, Bizkaia, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017326471","display_name":"Javier Del Ser","orcid":"https://orcid.org/0000-0002-1260-9775"},"institutions":[{"id":"https://openalex.org/I4210091170","display_name":"Euskadiko Parke Teknologikoa","ror":"https://ror.org/00caq9197","country_code":"ES","type":"archive","lineage":["https://openalex.org/I4210091170"]},{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Del Ser","raw_affiliation_strings":["Basque Research and Technology Alliance (BRTA),TECNALIA,Derio,Bizkaia,Spain,48160","University of the Basque Country (UPV/EHU), Bilbao, Bizkaia, Spain"],"affiliations":[{"raw_affiliation_string":"Basque Research and Technology Alliance (BRTA),TECNALIA,Derio,Bizkaia,Spain,48160","institution_ids":["https://openalex.org/I4210091170"]},{"raw_affiliation_string":"University of the Basque Country (UPV/EHU), Bilbao, Bizkaia, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003633944","display_name":"Pablo G. Bringas","orcid":"https://orcid.org/0000-0003-3594-9534"},"institutions":[{"id":"https://openalex.org/I136040515","display_name":"Universidad de Deusto","ror":"https://ror.org/00ne6sr39","country_code":"ES","type":"education","lineage":["https://openalex.org/I136040515"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo Garcia-Bringas","raw_affiliation_strings":["University of Deusto,Bilbao,Bizkaia,Spain,48007"],"affiliations":[{"raw_affiliation_string":"University of Deusto,Bilbao,Bizkaia,Spain,48007","institution_ids":["https://openalex.org/I136040515"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5079795746"],"corresponding_institution_ids":["https://openalex.org/I169108374","https://openalex.org/I4210091170"],"apc_list":null,"apc_paid":null,"fwci":0.5241,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.63726945,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9997000098228455,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9997000098228455,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9976000189781189,"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":0.989300012588501,"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/interpretability","display_name":"Interpretability","score":0.8969821929931641},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7618467807769775},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.6726375222206116},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.629364013671875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6287670135498047},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5649443864822388},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.5385585427284241},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.537930428981781},{"id":"https://openalex.org/keywords/post-hoc","display_name":"Post hoc","score":0.43759018182754517},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3701947331428528},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10550123453140259},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07280606031417847}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8969821929931641},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7618467807769775},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.6726375222206116},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.629364013671875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6287670135498047},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5649443864822388},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.5385585427284241},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.537930428981781},{"id":"https://openalex.org/C2992886853","wikidata":"https://www.wikidata.org/wiki/Q18381816","display_name":"Post hoc","level":2,"score":0.43759018182754517},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3701947331428528},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10550123453140259},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07280606031417847},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199343813","wikidata":"https://www.wikidata.org/wiki/Q12128","display_name":"Dentistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/fuzz-ieee55066.2022.9882726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882726","pdf_url":null,"source":{"id":"https://openalex.org/S4363608205","display_name":"2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","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 Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"},{"id":"pmh:oai:dsp.tecnalia.com:11556/2383","is_oa":false,"landing_page_url":"https://hdl.handle.net/11556/2383","pdf_url":null,"source":{"id":"https://openalex.org/S4306402037","display_name":"TECNALIA Publications (Fundaci\u00f3n TECNALIA Research & Innovation)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210113430","host_organization_name":"Tecnalia","host_organization_lineage":["https://openalex.org/I4210113430"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference output"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1677409904","https://openalex.org/W1787224781","https://openalex.org/W1932198206","https://openalex.org/W2117228865","https://openalex.org/W2133665775","https://openalex.org/W2141983208","https://openalex.org/W2150734399","https://openalex.org/W2295107390","https://openalex.org/W2516809705","https://openalex.org/W2531327146","https://openalex.org/W2765793020","https://openalex.org/W2767414122","https://openalex.org/W2867167548","https://openalex.org/W2889625178","https://openalex.org/W2891503716","https://openalex.org/W2951883849","https://openalex.org/W2962851944","https://openalex.org/W2962858109","https://openalex.org/W2981731882","https://openalex.org/W3008896913","https://openalex.org/W3044129898","https://openalex.org/W3092527263","https://openalex.org/W3110638534","https://openalex.org/W4226116716","https://openalex.org/W6637400245","https://openalex.org/W6685133223","https://openalex.org/W6728622933","https://openalex.org/W6745891213","https://openalex.org/W6752760542","https://openalex.org/W6757615711","https://openalex.org/W6773934161","https://openalex.org/W6784323503","https://openalex.org/W6787437311"],"related_works":["https://openalex.org/W4385957992","https://openalex.org/W4229079080","https://openalex.org/W4206534706","https://openalex.org/W4385965371","https://openalex.org/W4386025632","https://openalex.org/W3006943036","https://openalex.org/W4200511449","https://openalex.org/W4299487748","https://openalex.org/W3163334550","https://openalex.org/W3166531723"],"abstract_inverted_index":{"Today":[0],"there":[1],"is":[2,169],"consensus":[3],"around":[4],"the":[5,28,54,57,117,120,130,159,174,177,180,190,198],"importance":[6],"of":[7,16,56,67,105,119,132,150,166,179,193,200],"explainability":[8],"as":[9],"a":[10,133],"mandatory":[11],"feature":[12],"in":[13,27,95],"practical":[14],"deployments":[15],"Artificial":[17],"Intelligence":[18],"(AI)":[19],"models.":[20],"Most":[21],"research":[22,32],"activity":[23],"reported":[24],"so":[25],"far":[26],"eXplainable":[29],"AI":[30],"(XAI)":[31],"arena":[33],"has":[34],"stressed":[35],"on":[36],"proposing":[37],"new":[38],"techniques":[39],"for":[40,48,59,89],"eliciting":[41],"such":[42],"explanations,":[43],"together":[44],"with":[45],"different":[46],"approaches":[47],"measuring":[49],"their":[50,70],"effectivity":[51],"to":[52,100,114,116,172,187],"increase":[53],"trustworthiness":[55],"audience":[58],"which":[60],"explanations":[61,68,85,195],"are":[62],"furnished.":[63],"However,":[64],"alternative":[65],"uses":[66],"beyond":[69,196],"original":[71],"purpose":[72,165],"have":[73],"been":[74],"very":[75],"scarcely":[76],"explored.":[77],"In":[78],"this":[79,124,167],"work":[80,168],"we":[81,126],"investigate":[82],"whether":[83,102],"local":[84,145],"can":[86,111,148],"be":[87,112,149],"utilized":[88],"detecting":[90],"Out-of-Distribution":[91],"(OoD)":[92],"test":[93],"samples":[94],"machine":[96],"learning":[97],"classifiers,":[98],"i.e.,":[99],"identify":[101],"query":[103],"examples":[104],"an":[106],"already":[107],"trained":[108],"classification":[109],"model":[110,160],"thought":[113],"belong":[115],"distribution":[118],"training":[121],"data.":[122],"To":[123],"end,":[125],"devise":[127],"and":[128,176],"assess":[129],"performance":[131],"clustering-based":[134],"OoD":[135,183],"detection":[136],"approach":[137],"that":[138],"exemplifies":[139],"how":[140],"heatmaps":[141],"produced":[142],"by":[143,158],"well-established":[144],"explanation":[146],"methods":[147],"further":[151],"use":[152],"than":[153],"explaining":[154],"individual":[155],"predictions":[156],"issued":[157],"under":[161],"analysis.":[162],"The":[163],"overarching":[164],"not":[170],"only":[171],"expose":[173],"benefits":[175],"limits":[178],"proposed":[181],"XAI-based":[182],"approach,":[184],"but":[185],"also":[186],"point":[188],"out":[189],"enormous":[191],"potential":[192],"post-hoc":[194],"easing":[197],"interpretability":[199],"black-box":[201],"models":[202],"themselves.":[203]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-10-10T00:00:00"}