{"id":"https://openalex.org/W4403488265","doi":"https://doi.org/10.3233/faia240597","title":"Rigorous Probabilistic Guarantees for Robust Counterfactual Explanations","display_name":"Rigorous Probabilistic Guarantees for Robust Counterfactual Explanations","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403488265","doi":"https://doi.org/10.3233/faia240597"},"language":"en","primary_location":{"id":"doi:10.3233/faia240597","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240597","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240597","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240597","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005034849","display_name":"Luca Marzari","orcid":"https://orcid.org/0000-0002-0069-0182"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Luca Marzari","raw_affiliation_strings":["Department of Computer Science, University of Verona, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043590673","display_name":"Francesco Leofante","orcid":"https://orcid.org/0000-0001-8245-9429"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Francesco Leofante","raw_affiliation_strings":["Department of Computing, Imperial College London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037548562","display_name":"Ferdinando Cicalese","orcid":"https://orcid.org/0000-0003-1652-0599"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ferdinando Cicalese","raw_affiliation_strings":["Department of Computer Science, University of Verona, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045922629","display_name":"Alessandro Farinelli","orcid":"https://orcid.org/0000-0002-2592-5814"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Farinelli","raw_affiliation_strings":["Department of Computer Science, University of Verona, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5005034849"],"corresponding_institution_ids":["https://openalex.org/I119439378"],"apc_list":null,"apc_paid":null,"fwci":1.5896,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.85252204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"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":0.9666000008583069,"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":0.9666000008583069,"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/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.9173427820205688},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7447863221168518},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.4589361846446991},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45802271366119385},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3235721290111542},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2382546067237854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21707794070243835},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.105724036693573}],"concepts":[{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.9173427820205688},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7447863221168518},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4589361846446991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45802271366119385},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3235721290111542},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2382546067237854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21707794070243835},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.105724036693573}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia240597","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240597","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240597","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia240597","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240597","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240597","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403488265.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4391375266","https://openalex.org/W3201448254","https://openalex.org/W4286970243","https://openalex.org/W2066431708","https://openalex.org/W4384133558","https://openalex.org/W3025615835","https://openalex.org/W173210993","https://openalex.org/W2390660599"],"abstract_inverted_index":{"We":[0,15],"study":[1],"the":[2,6,32,47,52,69,116,142,145],"problem":[3],"of":[4,8,54,71,91,129,144,157],"assessing":[5],"robustness":[7,33,53,92,123],"counterfactual":[9],"explanations":[10],"for":[11,46,74],"deep":[12],"learning":[13],"models.":[14],"focus":[16],"on":[17,115,125,132,154],"plausible":[18,59,106],"model":[19,22,60,107],"shifts":[20,61],"altering":[21],"parameters":[23],"and":[24,100],"propose":[25,79],"a":[26,80,126,155],"novel":[27,81],"framework":[28],"to":[29,58,87,118],"reason":[30],"about":[31],"property":[34],"in":[35,147],"this":[36,65],"setting.":[37],"To":[38],"motivate":[39],"our":[40,109,139],"solution,":[41],"we":[42,78],"begin":[43],"by":[44],"showing":[45],"first":[48],"time":[49],"that":[50,138],"computing":[51,76],"counterfactuals":[55],"with":[56,93],"respect":[57],"is":[62,85],"NP-complete.":[63],"As":[64],"(practically)":[66],"rules":[67],"out":[68],"existence":[70],"scalable":[72],"algorithms":[73],"exactly":[75],"robustness,":[77],"probabilistic":[82],"approach":[83,110],"which":[84],"able":[86],"provide":[88],"tight":[89],"estimates":[90],"strong":[94],"guarantees":[95],"while":[96],"preserving":[97],"scalability.":[98],"Remarkably,":[99],"differently":[101],"from":[102],"existing":[103,152],"solutions":[104],"targeting":[105],"shifts,":[108],"does":[111],"not":[112],"impose":[113],"requirements":[114],"network":[117],"be":[119],"analyzed,":[120],"thus":[121],"enabling":[122],"analysis":[124],"wider":[127],"range":[128,156],"architectures.":[130],"Experiments":[131],"four":[133],"binary":[134],"classification":[135],"datasets":[136],"indicate":[137],"method":[140],"improves":[141],"state":[143],"art":[146],"generating":[148],"robust":[149],"explanations,":[150],"outperforming":[151],"methods":[153],"metrics.":[158]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}