{"id":"https://openalex.org/W7147017465","doi":"https://doi.org/10.48550/arxiv.2603.26838","title":"Concerning Uncertainty -- A Systematic Survey of Uncertainty-Aware XAI","display_name":"Concerning Uncertainty -- A Systematic Survey of Uncertainty-Aware XAI","publication_year":2026,"publication_date":"2026-03-27","ids":{"openalex":"https://openalex.org/W7147017465","doi":"https://doi.org/10.48550/arxiv.2603.26838"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.26838","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.26838","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":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.26838","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5132546327","display_name":"Helena L\u00f6fstr\u00f6m","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"L\u00f6fstr\u00f6m, Helena","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073489496","display_name":"Tuve L\u00f6fstr\u00f6m","orcid":"https://orcid.org/0000-0003-0274-9026"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"L\u00f6fstr\u00f6m, Tuwe","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122355332","display_name":"Anders Hjort","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hjort, Anders","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5092028940","display_name":"Fatima Rabia Yapicioglu","orcid":"https://orcid.org/0000-0001-5888-445X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yapicioglu, Fatima Rabia","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5132546327"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9674000144004822,"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":0.9674000144004822,"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":0.020600000396370888,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.0008999999845400453,"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":0.8555999994277954},{"id":"https://openalex.org/keywords/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.826200008392334},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5582000017166138},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.38359999656677246},{"id":"https://openalex.org/keywords/uncertainty-analysis","display_name":"Uncertainty analysis","score":0.3172999918460846},{"id":"https://openalex.org/keywords/expert-elicitation","display_name":"Expert elicitation","score":0.3109000027179718}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8555999994277954},{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.826200008392334},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5582000017166138},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5335999727249146},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4616999924182892},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.39980000257492065},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.38359999656677246},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37130001187324524},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3197000026702881},{"id":"https://openalex.org/C177803969","wikidata":"https://www.wikidata.org/wiki/Q29205","display_name":"Uncertainty analysis","level":2,"score":0.3172999918460846},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3109000027179718},{"id":"https://openalex.org/C72161134","wikidata":"https://www.wikidata.org/wiki/Q5421219","display_name":"Expert elicitation","level":2,"score":0.3109000027179718},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.289000004529953},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2678999900817871},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.2587999999523163}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.26838","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.26838","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"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.26838","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.26838","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":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"score":0.7907042503356934,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"surveys":[2],"uncertainty-aware":[3],"explainable":[4],"artificial":[5],"intelligence":[6],"(UAXAI),":[7],"examining":[8],"how":[9,17],"uncertainty":[10,29,43,108],"is":[11],"incorporated":[12],"into":[13,44],"explanatory":[14],"pipelines":[15],"and":[16,35,52,60,69,88,111,114,117],"such":[18],"methods":[19],"are":[20],"evaluated.":[21],"Across":[22],"the":[23],"literature,":[24],"three":[25],"recurring":[26],"approaches":[27,119],"to":[28,67],"quantification":[30],"emerge":[31],"(Bayesian,":[32],"Monte":[33],"Carlo,":[34],"Conformal":[36],"methods),":[37],"alongside":[38],"distinct":[39],"strategies":[40],"for":[41,123],"integrating":[42],"explanations:":[45],"assessing":[46],"trustworthiness,":[47],"constraining":[48],"models":[49],"or":[50],"explanations,":[51],"explicitly":[53],"communicating":[54],"uncertainty.":[55],"Evaluation":[56],"practices":[57],"remain":[58],"fragmented":[59],"largely":[61],"model":[62],"centered,":[63],"with":[64,126],"limited":[65],"attention":[66],"users":[68],"inconsistent":[70],"reporting":[71],"of":[72],"reliability":[73],"properties":[74],"(e.g.,":[75],"calibration,":[76,84],"coverage,":[77],"explanation":[78],"stability).":[79],"Recent":[80],"work":[81],"leans":[82],"towards":[83],"distribution":[85],"free":[86],"techniques":[87],"recognizes":[89],"explainer":[90],"variability":[91],"as":[92,120],"a":[93],"central":[94],"concern.":[95],"We":[96],"argue":[97],"that":[98,106],"progress":[99],"in":[100],"UAXAI":[101],"requires":[102],"unified":[103],"evaluation":[104],"principles":[105],"link":[107],"propagation,":[109],"robustness,":[110],"human":[112],"decision-making,":[113],"highlight":[115],"counterfactual":[116],"calibration":[118],"promising":[121],"avenues":[122],"aligning":[124],"interpretability":[125],"reliability.":[127]},"counts_by_year":[],"updated_date":"2026-04-02T13:53:19.096889","created_date":"2026-04-02T00:00:00"}
