{"id":"https://openalex.org/W7168735948","doi":"https://doi.org/10.24963/kr.2026/82","title":"Explaining Classification Through Global Sufficient Reasons and its Complexity","display_name":"Explaining Classification Through Global Sufficient Reasons and its Complexity","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7168735948","doi":"https://doi.org/10.24963/kr.2026/82"},"language":"en","primary_location":{"id":"doi:10.24963/kr.2026/82","is_oa":true,"landing_page_url":"https://doi.org/10.24963/kr.2026/82","pdf_url":"https://proceedings.kr.org/2026/82/kr2026-0082-calautti-et-al.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the TwentyThird International Conference on Principles of Knowledge Representation and Reasoning","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://proceedings.kr.org/2026/82/kr2026-0082-calautti-et-al.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066005299","display_name":"Marco Calautti","orcid":"https://orcid.org/0000-0003-0921-4040"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Calautti","raw_affiliation_strings":["University of Milano"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Milano","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066443441","display_name":"Enrico Malizia","orcid":"https://orcid.org/0000-0002-6780-4711"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Malizia","raw_affiliation_strings":["University of Bologna"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bologna","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039727555","display_name":"Cristian Molinaro","orcid":"https://orcid.org/0000-0003-4103-1084"},"institutions":[{"id":"https://openalex.org/I45204951","display_name":"University of Calabria","ror":"https://ror.org/02rc97e94","country_code":"IT","type":"education","lineage":["https://openalex.org/I45204951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Cristian Molinaro","raw_affiliation_strings":["University of Calabria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Calabria","institution_ids":["https://openalex.org/I45204951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"872","last_page":"882"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4846999943256378},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.43290001153945923},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.40950000286102295},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4083000123500824},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.3666999936103821},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.32839998602867126}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5126000046730042},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4846999943256378},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4578999876976013},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.43290001153945923},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.40950000286102295},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4083000123500824},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.3666999936103821},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36090001463890076},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.32839998602867126},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.3019999861717224},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C28901747","wikidata":"https://www.wikidata.org/wiki/Q177571","display_name":"Decision theory","level":2,"score":0.29120001196861267},{"id":"https://openalex.org/C115988155","wikidata":"https://www.wikidata.org/wiki/Q3262192","display_name":"Decision problem","level":2,"score":0.2842999994754791},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.27399998903274536},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.25209999084472656},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.24963/kr.2026/82","is_oa":true,"landing_page_url":"https://doi.org/10.24963/kr.2026/82","pdf_url":"https://proceedings.kr.org/2026/82/kr2026-0082-calautti-et-al.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the TwentyThird International Conference on Principles of Knowledge Representation and Reasoning","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.unibo.it:11585/1072730","is_oa":false,"landing_page_url":"https://hdl.handle.net/11585/1072730","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.24963/kr.2026/82","is_oa":true,"landing_page_url":"https://doi.org/10.24963/kr.2026/82","pdf_url":"https://proceedings.kr.org/2026/82/kr2026-0082-calautti-et-al.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the TwentyThird International Conference on Principles of Knowledge Representation and Reasoning","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7168735948.pdf","grobid_xml":"https://content.openalex.org/works/W7168735948.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"explainable":[3],"AI":[4,20],"has":[5],"become":[6],"a":[7,55,73,110],"major":[8],"focus":[9],"of":[10,43,76,113,117,127],"research,":[11],"driven":[12],"by":[13],"the":[14,41,69,99,102,114,131],"need":[15],"to":[16,28,67,105],"better":[17],"understand":[18],"how":[19],"systems":[21],"arrive":[22],"at":[23],"their":[24],"decisions":[25,89],"in":[26,37,120,130],"order":[27],"ensure":[29],"trust":[30],"and":[31,62,86],"effective":[32],"deployment.":[33],"A":[34],"central":[35],"challenge":[36],"this":[38,121],"field":[39],"is":[40],"explanation":[42],"classifiers.":[44],"Existing":[45],"approaches":[46],"typically":[47],"distinguish":[48],"between":[49],"local":[50],"explanations,":[51,64],"which":[52,65],"account":[53],"for":[54],"classifier\u2019s":[56,70],"decision":[57],"on":[58,83],"an":[59],"individual":[60],"input,":[61],"global":[63,84],"aim":[66],"characterize":[68],"behavior":[71],"as":[72],"whole,":[74],"independent":[75],"any":[77,106],"particular":[78],"input.":[79,107],"This":[80],"work":[81],"concentrates":[82],"explanations":[85],"characterizes":[87],"classification":[88],"through":[90],"\"maximal\"":[91],"sufficient":[92],"conditions":[93],"that,":[94],"when":[95],"satisfied,":[96],"guarantee":[97],"that":[98],"classifier":[100],"assigns":[101],"desired":[103],"class":[104],"We":[108],"present":[109],"detailed":[111],"analysis":[112],"computational":[115],"complexity":[116],"key":[118],"problems":[119],"setting":[122],"across":[123],"several":[124],"important":[125],"families":[126],"classifiers":[128],"considered":[129],"literature.":[132]},"counts_by_year":[],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2026-07-17T00:00:00"}