{"id":"https://openalex.org/W4321598326","doi":"https://doi.org/10.3389/frai.2023.1066049","title":"Leveraging explanations in interactive machine learning: An overview","display_name":"Leveraging explanations in interactive machine learning: An overview","publication_year":2023,"publication_date":"2023-02-23","ids":{"openalex":"https://openalex.org/W4321598326","doi":"https://doi.org/10.3389/frai.2023.1066049","pmid":"https://pubmed.ncbi.nlm.nih.gov/36909207"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2023.1066049","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2023.1066049","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2023.1066049/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/frai.2023.1066049/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001174680","display_name":"Stefano Teso","orcid":"https://orcid.org/0000-0002-2340-9461"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Stefano Teso","raw_affiliation_strings":["CIMeC and DISI, University of Trento, Trento, Italy"],"affiliations":[{"raw_affiliation_string":"CIMeC and DISI, University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071374919","display_name":"\u00d6znur Alkan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u00d6znur Alkan","raw_affiliation_strings":["Optum, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Optum, Dublin, Ireland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034737333","display_name":"Wolfgang Stammer","orcid":"https://orcid.org/0000-0003-3793-8046"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technical University of Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Stammer","raw_affiliation_strings":["Machine Learning Group, Department of Computer Science, TU Darmstadt, Darmstadt, Germany"],"affiliations":[{"raw_affiliation_string":"Machine Learning Group, Department of Computer Science, TU Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029550449","display_name":"Elizabeth Daly","orcid":"https://orcid.org/0000-0003-0162-3683"},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Elizabeth Daly","raw_affiliation_strings":["IBM Research, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"IBM Research, Dublin, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5001174680"],"corresponding_institution_ids":["https://openalex.org/I193223587"],"apc_list":{"value":1150,"currency":"USD","value_usd":1150},"apc_paid":{"value":1150,"currency":"USD","value_usd":1150},"fwci":8.0867,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.98131019,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"6","issue":null,"first_page":"1066049","last_page":"1066049"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9919000267982483,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7950400114059448},{"id":"https://openalex.org/keywords/scratch","display_name":"Scratch","score":0.722135066986084},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.7077557444572449},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.6873326301574707},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5772335529327393},{"id":"https://openalex.org/keywords/mental-model","display_name":"Mental model","score":0.44931524991989136},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42730990052223206},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4139166474342346},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3721334636211395},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.24801018834114075},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09785419702529907},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09561169147491455}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7950400114059448},{"id":"https://openalex.org/C2781235140","wikidata":"https://www.wikidata.org/wiki/Q275131","display_name":"Scratch","level":2,"score":0.722135066986084},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.7077557444572449},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.6873326301574707},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5772335529327393},{"id":"https://openalex.org/C2982912361","wikidata":"https://www.wikidata.org/wiki/Q1851867","display_name":"Mental model","level":2,"score":0.44931524991989136},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42730990052223206},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4139166474342346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3721334636211395},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.24801018834114075},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09785419702529907},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09561169147491455},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3389/frai.2023.1066049","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2023.1066049","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2023.1066049/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:36909207","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36909207","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:iris.unitn.it:11572/437494","is_oa":true,"landing_page_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2023.1066049/full","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2023.1066049/pdf","source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"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":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9995896","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9995896","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9995896/pdf/frai-06-1066049.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Front Artif Intell","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:c80d1490918f4eaead406d80972e6732","is_oa":true,"landing_page_url":"https://doaj.org/article/c80d1490918f4eaead406d80972e6732","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 6 (2023)","raw_type":"article"},{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:147836","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/147836/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Artikel"}],"best_oa_location":{"id":"doi:10.3389/frai.2023.1066049","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2023.1066049","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2023.1066049/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321598326.pdf"},"referenced_works_count":268,"referenced_works":["https://openalex.org/W1501005121","https://openalex.org/W1531719573","https://openalex.org/W1545139845","https://openalex.org/W1787224781","https://openalex.org/W1967812664","https://openalex.org/W2003238113","https://openalex.org/W2027103861","https://openalex.org/W2034637247","https://openalex.org/W2045649112","https://openalex.org/W2062427462","https://openalex.org/W2078021145","https://openalex.org/W2084701050","https://openalex.org/W2095953405","https://openalex.org/W2113882472","https://openalex.org/W2129888542","https://openalex.org/W2130485404","https://openalex.org/W2133564696","https://openalex.org/W2143891888","https://openalex.org/W2150165932","https://openalex.org/W2151554678","https://openalex.org/W2159737176","https://openalex.org/W2164878629","https://openalex.org/W2165968176","https://openalex.org/W2167460663","https://openalex.org/W2196543907","https://openalex.org/W2223821166","https://openalex.org/W2344015651","https://openalex.org/W2367397349","https://openalex.org/W2657631929","https://openalex.org/W2744365997","https://openalex.org/W2747890306","https://openalex.org/W2766005220","https://openalex.org/W2769041395","https://openalex.org/W2769506033","https://openalex.org/W2788403449","https://openalex.org/W2789016894","https://openalex.org/W2796154788","https://openalex.org/W2808315098","https://openalex.org/W2891503716","https://openalex.org/W2921802966","https://openalex.org/W2927351257","https://openalex.org/W2931618942","https://openalex.org/W2933315718","https://openalex.org/W2945976633","https://openalex.org/W2946752867","https://openalex.org/W2948698627","https://openalex.org/W2949605285","https://openalex.org/W2949832227","https://openalex.org/W2951306478","https://openalex.org/W2954471638","https://openalex.org/W2958514452","https://openalex.org/W2959716049","https://openalex.org/W2962770929","https://openalex.org/W2962772482","https://openalex.org/W2962851944","https://openalex.org/W2962858109","https://openalex.org/W2962862931","https://openalex.org/W2962936809","https://openalex.org/W2963095307","https://openalex.org/W2963125461","https://openalex.org/W2963292722","https://openalex.org/W2963560987","https://openalex.org/W2963767865","https://openalex.org/W2963798744","https://openalex.org/W2963847595","https://openalex.org/W2964303497","https://openalex.org/W2966362896","https://openalex.org/W2973025196","https://openalex.org/W2977235550","https://openalex.org/W2978223337","https://openalex.org/W2979200397","https://openalex.org/W2997560917","https://openalex.org/W2998594699","https://openalex.org/W2999615587","https://openalex.org/W3003301247","https://openalex.org/W3004725381","https://openalex.org/W3005632426","https://openalex.org/W3005822403","https://openalex.org/W3006087551","https://openalex.org/W3006874766","https://openalex.org/W3016970897","https://openalex.org/W3020975691","https://openalex.org/W3034228282","https://openalex.org/W3034671415","https://openalex.org/W3035215724","https://openalex.org/W3035602609","https://openalex.org/W3035615001","https://openalex.org/W3040526978","https://openalex.org/W3048549109","https://openalex.org/W3083393236","https://openalex.org/W3091793048","https://openalex.org/W3092292656","https://openalex.org/W3092462689","https://openalex.org/W3094200299","https://openalex.org/W3100711616","https://openalex.org/W3102272852","https://openalex.org/W3103934428","https://openalex.org/W3113107791","https://openalex.org/W3118560954","https://openalex.org/W3120532656","https://openalex.org/W3121410165","https://openalex.org/W3121562452","https://openalex.org/W3126739176","https://openalex.org/W3129371278","https://openalex.org/W3131061281","https://openalex.org/W3135588948","https://openalex.org/W3137125108","https://openalex.org/W3139019272","https://openalex.org/W3158086216","https://openalex.org/W3158324886","https://openalex.org/W3163176020","https://openalex.org/W3164680619","https://openalex.org/W3164846705","https://openalex.org/W3164909318","https://openalex.org/W3167738759","https://openalex.org/W3171849353","https://openalex.org/W3173476189","https://openalex.org/W3173591723","https://openalex.org/W3174057701","https://openalex.org/W3174752098","https://openalex.org/W3175429892","https://openalex.org/W3175914347","https://openalex.org/W3176741382","https://openalex.org/W3186419167","https://openalex.org/W3186988551","https://openalex.org/W3189577522","https://openalex.org/W3199341830","https://openalex.org/W3200351420","https://openalex.org/W3200610965","https://openalex.org/W3201408086","https://openalex.org/W3201919343","https://openalex.org/W3206731296","https://openalex.org/W3212240770","https://openalex.org/W4200254023","https://openalex.org/W4205334834","https://openalex.org/W4206236515","https://openalex.org/W4206807271","https://openalex.org/W4207021985","https://openalex.org/W4220893555","https://openalex.org/W4221149522","https://openalex.org/W4221160981","https://openalex.org/W4226108798","https://openalex.org/W4226219036","https://openalex.org/W4226348722","https://openalex.org/W4233691971","https://openalex.org/W4238869533","https://openalex.org/W4241307704","https://openalex.org/W4241879351","https://openalex.org/W4248308907","https://openalex.org/W4281984045","https://openalex.org/W4283076847","https://openalex.org/W4285060918","https://openalex.org/W4286899123","https://openalex.org/W4287123704","https://openalex.org/W4287124808","https://openalex.org/W4287557334","https://openalex.org/W4287665259","https://openalex.org/W4287709785","https://openalex.org/W4287824528","https://openalex.org/W4287864753","https://openalex.org/W4287867449","https://openalex.org/W4288351558","https://openalex.org/W4288358251","https://openalex.org/W4288600473","https://openalex.org/W4289913091","https://openalex.org/W4293583991","https://openalex.org/W4295134803","https://openalex.org/W4295297725","https://openalex.org/W4297687090","https://openalex.org/W4298132949","https://openalex.org/W4301431273","https://openalex.org/W4311771716","https://openalex.org/W4399361406","https://openalex.org/W6601999959","https://openalex.org/W6651088544","https://openalex.org/W6663889677","https://openalex.org/W6672846481","https://openalex.org/W6672875251","https://openalex.org/W6676483475","https://openalex.org/W6676885637","https://openalex.org/W6677645790","https://openalex.org/W6678918366","https://openalex.org/W6679434410","https://openalex.org/W6679488046","https://openalex.org/W6681608319","https://openalex.org/W6682762504","https://openalex.org/W6683203089","https://openalex.org/W6684347184","https://openalex.org/W6684449784","https://openalex.org/W6685133223","https://openalex.org/W6687459939","https://openalex.org/W6726258750","https://openalex.org/W6734194636","https://openalex.org/W6734692528","https://openalex.org/W6735632633","https://openalex.org/W6737947904","https://openalex.org/W6739901393","https://openalex.org/W6748830433","https://openalex.org/W6750680641","https://openalex.org/W6751776086","https://openalex.org/W6752462477","https://openalex.org/W6752771859","https://openalex.org/W6752988184","https://openalex.org/W6754204458","https://openalex.org/W6754655096","https://openalex.org/W6754669440","https://openalex.org/W6754944153","https://openalex.org/W6755399738","https://openalex.org/W6757146666","https://openalex.org/W6758720947","https://openalex.org/W6758853676","https://openalex.org/W6759028731","https://openalex.org/W6760046893","https://openalex.org/W6761526892","https://openalex.org/W6763316015","https://openalex.org/W6764249507","https://openalex.org/W6764392603","https://openalex.org/W6766104482","https://openalex.org/W6766263406","https://openalex.org/W6766318688","https://openalex.org/W6767229288","https://openalex.org/W6767503230","https://openalex.org/W6768253638","https://openalex.org/W6768299147","https://openalex.org/W6771874830","https://openalex.org/W6772399286","https://openalex.org/W6774289986","https://openalex.org/W6774579868","https://openalex.org/W6774701883","https://openalex.org/W6778995461","https://openalex.org/W6779239075","https://openalex.org/W6779243538","https://openalex.org/W6779748258","https://openalex.org/W6779823587","https://openalex.org/W6779934159","https://openalex.org/W6783187460","https://openalex.org/W6783873613","https://openalex.org/W6783947099","https://openalex.org/W6784662829","https://openalex.org/W6784995768","https://openalex.org/W6785075621","https://openalex.org/W6786267831","https://openalex.org/W6786596067","https://openalex.org/W6787444297","https://openalex.org/W6788598890","https://openalex.org/W6794551576","https://openalex.org/W6796262967","https://openalex.org/W6796668551","https://openalex.org/W6796766697","https://openalex.org/W6797360012","https://openalex.org/W6798932709","https://openalex.org/W6801519895","https://openalex.org/W6801727026","https://openalex.org/W6802634725","https://openalex.org/W6803204867","https://openalex.org/W6804002347","https://openalex.org/W6807808177","https://openalex.org/W6808834343","https://openalex.org/W6809883200","https://openalex.org/W6810164015","https://openalex.org/W6810187697","https://openalex.org/W6810564488","https://openalex.org/W6810750579","https://openalex.org/W6817166290","https://openalex.org/W6838924855","https://openalex.org/W6841035070","https://openalex.org/W6880667376","https://openalex.org/W7006380630"],"related_works":["https://openalex.org/W1578053891","https://openalex.org/W1987935534","https://openalex.org/W1483845062","https://openalex.org/W2120071210","https://openalex.org/W97732546","https://openalex.org/W1522854984","https://openalex.org/W1602801198","https://openalex.org/W1601811574","https://openalex.org/W2321302561","https://openalex.org/W1493324536"],"abstract_inverted_index":{"Explanations":[0],"have":[1],"gained":[2],"an":[3,68],"increasing":[4],"level":[5],"of":[6,30,62,70,103,141],"interest":[7],"in":[8,16],"the":[9,104,119,139],"AI":[10],"and":[11,22,88,91,114,123,133],"Machine":[12],"Learning":[13],"(ML)":[14],"communities":[15],"order":[17],"to":[18,25,47,66,82,89],"improve":[19],"model":[20,29],"transparency":[21],"allow":[23],"users":[24,53],"form":[26],"a":[27,31,45,80,100],"mental":[28],"trained":[32],"ML":[33],"model.":[34],"However,":[35],"explanations":[36,73],"can":[37,56],"go":[38],"beyond":[39],"this":[40,63,96,146],"one":[41],"way":[42],"communication":[43],"as":[44,79],"mechanism":[46],"elicit":[48],"user":[49],"control,":[50],"because":[51],"once":[52],"understand,":[54],"they":[55,117],"then":[57],"provide":[58],"feedback.":[59],"The":[60],"goal":[61],"paper":[64],"is":[65],"present":[67],"overview":[69],"research":[71,131,144,148],"where":[72],"are":[74],"combined":[75],"with":[76,138],"interactive":[77],"capabilities":[78],"mean":[81],"learn":[83],"new":[84],"models":[85],"from":[86],"scratch":[87],"edit":[90],"debug":[92],"existing":[93],"ones.":[94],"To":[95],"end,":[97],"we":[98],"draw":[99],"conceptual":[101],"map":[102],"state-of-the-art,":[105],"grouping":[106],"relevant":[107],"approaches":[108],"based":[109],"on":[110,115,145],"their":[111],"intended":[112],"purpose":[113],"how":[116],"structure":[118],"interaction,":[120],"highlighting":[121],"similarities":[122],"differences":[124],"between":[125],"them.":[126],"We":[127],"also":[128],"discuss":[129],"open":[130],"issues":[132],"outline":[134],"possible":[135],"directions":[136],"forward,":[137],"hope":[140],"spurring":[142],"further":[143],"blooming":[147],"topic.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":11}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}