{"id":"https://openalex.org/W7163748592","doi":"https://doi.org/10.1007/978-981-92-1462-4_38","title":"Unlearning Spurious Concepts Enhances the\u00a0Robustness of\u00a0Concept-Based Explainable Models in\u00a0Skin Cancer Diagnosis","display_name":"Unlearning Spurious Concepts Enhances the\u00a0Robustness of\u00a0Concept-Based Explainable Models in\u00a0Skin Cancer Diagnosis","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7163748592","doi":"https://doi.org/10.1007/978-981-92-1462-4_38"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-92-1462-4_38","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-92-1462-4_38","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5138039953","display_name":"V\u0103n C\u01b0\u1eddng L\u00ea","orcid":"https://orcid.org/0000-0001-9607-3500"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Van Anh Le","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-9607-3500","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056403144","display_name":"Andy Song","orcid":"https://orcid.org/0000-0002-7579-7048"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andy Song","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-7579-7048","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138051617","display_name":"Arthur Tang","orcid":"https://orcid.org/0000-0002-6655-6883"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arthur Tang","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-6655-6883","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5067214173","display_name":"Karin Verspoor","orcid":"https://orcid.org/0000-0002-8661-1544"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karin Verspoor","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-8661-1544","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.95789388,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"482","last_page":"494"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.667900025844574,"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":0.667900025844574,"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/T10862","display_name":"AI in cancer detection","score":0.08560000360012054,"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/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.060499999672174454,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/spurious-relationship","display_name":"Spurious relationship","score":0.9406999945640564},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.8741000294685364},{"id":"https://openalex.org/keywords/skin-cancer","display_name":"Skin cancer","score":0.5393999814987183},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3131999969482422}],"concepts":[{"id":"https://openalex.org/C97256817","wikidata":"https://www.wikidata.org/wiki/Q1462316","display_name":"Spurious relationship","level":2,"score":0.9406999945640564},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8741000294685364},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8357999920845032},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6218000054359436},{"id":"https://openalex.org/C2777789703","wikidata":"https://www.wikidata.org/wiki/Q192102","display_name":"Skin cancer","level":3,"score":0.5393999814987183},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3790999948978424},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3131999969482422},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.25369998812675476},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21240000426769257},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.20389999449253082}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-92-1462-4_38","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-92-1462-4_38","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.523895263671875,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1849277567","https://openalex.org/W2088237683","https://openalex.org/W2281183975","https://openalex.org/W2581082771","https://openalex.org/W2597406743","https://openalex.org/W2794825826","https://openalex.org/W3016970897","https://openalex.org/W3036298167","https://openalex.org/W3102209374","https://openalex.org/W4297851380","https://openalex.org/W4320482014","https://openalex.org/W4386065384","https://openalex.org/W4393146528","https://openalex.org/W4393158502","https://openalex.org/W4394832225","https://openalex.org/W4396218163","https://openalex.org/W4399986664","https://openalex.org/W4401753043","https://openalex.org/W4403069701","https://openalex.org/W4403365607","https://openalex.org/W4405021649","https://openalex.org/W4405481199","https://openalex.org/W4407661798","https://openalex.org/W4407764463","https://openalex.org/W4411099958","https://openalex.org/W4415797020","https://openalex.org/W7160191869"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-06-07T00:00:00"}
