{"id":"https://openalex.org/W4386076467","doi":"https://doi.org/10.1109/cvpr52729.2023.01549","title":"Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations of Deep Neural Network Explanations","display_name":"Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations of Deep Neural Network Explanations","publication_year":2023,"publication_date":"2023-06-01","ids":{"openalex":"https://openalex.org/W4386076467","doi":"https://doi.org/10.1109/cvpr52729.2023.01549"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr52729.2023.01549","doi":"https://doi.org/10.1109/cvpr52729.2023.01549","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52729.2023.01549","pdf_url":null,"source":{"id":"https://openalex.org/S4210176548","display_name":"IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings","issn_l":"1063-6919","issn":["1063-6919","2332-564X","2575-7075"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2211.12486","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072460783","display_name":"Alexander Binder","orcid":"https://orcid.org/0000-0001-9605-6209","observed_orcids":["https://orcid.org/0000-0001-9605-6209"]},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]},{"id":"https://openalex.org/I168639165","display_name":"Singapore Institute of Technology","ror":"https://ror.org/01v2c2791","country_code":"SG","type":"education","lineage":["https://openalex.org/I168639165"]},{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO","SG"],"is_corresponding":false,"raw_author_name":"Alexander Binder","raw_affiliation_strings":["ICT Cluster, SIT Singapore","SUTD Singapore","UiO Oslo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICT Cluster, SIT Singapore","institution_ids":["https://openalex.org/I168639165"]},{"raw_affiliation_string":"SUTD Singapore","institution_ids":["https://openalex.org/I152815399"]},{"raw_affiliation_string":"UiO Oslo","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054487386","display_name":"Leander Weber","orcid":"https://orcid.org/0000-0003-2995-6914","observed_orcids":["https://orcid.org/0000-0003-2995-6914"]},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Leander Weber","raw_affiliation_strings":["Fraunhofer HHI"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer HHI","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017608155","display_name":"Sebastian Lapuschkin","orcid":"https://orcid.org/0000-0002-0762-7258","observed_orcids":["https://orcid.org/0000-0002-0762-7258"]},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Lapuschkin","raw_affiliation_strings":["Fraunhofer HHI"],"raw_orcid":"https://orcid.org/0000-0002-0762-7258","affiliations":[{"raw_affiliation_string":"Fraunhofer HHI","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026240645","display_name":"Gr\u00e9goire Montavon","orcid":"https://orcid.org/0000-0001-7243-6186","observed_orcids":["https://orcid.org/0000-0001-7243-6186"]},"institutions":[{"id":"https://openalex.org/I4401727010","display_name":"Berlin Institute for the Foundations of Learning and Data","ror":"https://ror.org/05dsfb086","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4401727010","https://openalex.org/I4577782","https://openalex.org/I7877124"]},{"id":"https://openalex.org/I75951250","display_name":"Freie Universit\u00e4t Berlin","ror":"https://ror.org/046ak2485","country_code":"DE","type":"education","lineage":["https://openalex.org/I75951250"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gr\u00e9goire Montavon","raw_affiliation_strings":["FU Berlin","BIFOLD Berlin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FU Berlin","institution_ids":["https://openalex.org/I75951250"]},{"raw_affiliation_string":"BIFOLD Berlin","institution_ids":["https://openalex.org/I4401727010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107838719","display_name":"Klaus\u2010Robert M\u00fcller","orcid":"https://orcid.org/0000-0002-3861-7685","observed_orcids":["https://orcid.org/0000-0002-3861-7685"]},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]},{"id":"https://openalex.org/I4401727010","display_name":"Berlin Institute for the Foundations of Learning and Data","ror":"https://ror.org/05dsfb086","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4401727010","https://openalex.org/I4577782","https://openalex.org/I7877124"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE","KR"],"is_corresponding":false,"raw_author_name":"Klaus-Robert M\u00fcller","raw_affiliation_strings":["BIFOLD Berlin","Korea University Seoul","TU Berlin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BIFOLD Berlin","institution_ids":["https://openalex.org/I4401727010"]},{"raw_affiliation_string":"Korea University Seoul","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"TU Berlin","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026451495","display_name":"Wojciech Samek","orcid":"https://orcid.org/0000-0002-6283-3265","observed_orcids":["https://orcid.org/0000-0002-6283-3265"]},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4401727010","display_name":"Berlin Institute for the Foundations of Learning and Data","ror":"https://ror.org/05dsfb086","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4401727010","https://openalex.org/I4577782","https://openalex.org/I7877124"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wojciech Samek","raw_affiliation_strings":["Fraunhofer HHI","BIFOLD Berlin","TU Berlin"],"raw_orcid":"https://orcid.org/0000-0002-6283-3265","affiliations":[{"raw_affiliation_string":"Fraunhofer HHI","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"BIFOLD Berlin","institution_ids":["https://openalex.org/I4401727010"]},{"raw_affiliation_string":"TU Berlin","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7202,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.93485211,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"16143","last_page":"16152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":1.0,"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":1.0,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.0,"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/explainable-ai","display_name":"explainable AI","score":0.6830000281333923},{"id":"https://openalex.org/keywords/evaluation-of-explanations","display_name":"explanation evaluation","score":0.7739999890327454},{"id":"https://openalex.org/keywords/sanity-checks","display_name":"sanity checks","score":0.859000027179718},{"id":"https://openalex.org/keywords/attribution-maps","display_name":"attribution maps","score":0.7889999747276306}],"concepts":[{"id":"https://openalex.org/C2777607469","wikidata":"https://www.wikidata.org/wiki/Q2915214","display_name":"Sanity","level":2,"score":0.8044239282608032},{"id":"https://openalex.org/C204243189","wikidata":"https://www.wikidata.org/wiki/Q1363085","display_name":"Randomization","level":3,"score":0.6557837128639221},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6357343196868896},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.4946882426738739},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45622026920318604},{"id":"https://openalex.org/C178650346","wikidata":"https://www.wikidata.org/wiki/Q201984","display_name":"Covariance","level":2,"score":0.45312216877937317},{"id":"https://openalex.org/C150921843","wikidata":"https://www.wikidata.org/wiki/Q1170431","display_name":"Resampling","level":2,"score":0.421800434589386},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.4192255139350891},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40135347843170166},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3294391334056854},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.30379194021224976},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27671611309051514},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16124841570854187},{"id":"https://openalex.org/C168563851","wikidata":"https://www.wikidata.org/wiki/Q1436668","display_name":"Randomized controlled trial","level":2,"score":0.12866151332855225},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/cvpr52729.2023.01549","doi":"https://doi.org/10.1109/cvpr52729.2023.01549","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52729.2023.01549","pdf_url":null,"source":{"id":"https://openalex.org/S4210176548","display_name":"IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings","issn_l":"1063-6919","issn":["1063-6919","2332-564X","2575-7075"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2211.12486","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2211.12486","pdf_url":"https://arxiv.org/pdf/2211.12486","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:figshare.com:article/24191112","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Shortcomings_of_Top-Down_Randomization-Based_Sanity_Checks_for_Evaluations_of_Deep_Neural_Network_Explanations/24191112","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference contribution"},{"id":"pmh:oai:publica.fraunhofer.de:publica/507780","doi":null,"is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/507780","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"conference paper"},{"id":"doi:10.48550/arxiv.2211.12486","doi":"https://doi.org/10.48550/arxiv.2211.12486","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2211.12486","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2211.12486","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2211.12486","pdf_url":"https://arxiv.org/pdf/2211.12486","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1395773357","display_name":null,"funder_award_id":"01 IS 14013 A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G1668956305","display_name":null,"funder_award_id":"2022-0- 00984","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G2232035061","display_name":null,"funder_award_id":"Patho234","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G2804209865","display_name":null,"funder_award_id":"2019\u20130\u201300079","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G2953128317","display_name":null,"funder_award_id":"2019-0-00079","funder_id":"https://openalex.org/F4320321373","funder_display_name":"Korea University"},{"id":"https://openalex.org/G3515117348","display_name":null,"funder_award_id":"01IS14013A-E","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G3803585159","display_name":null,"funder_award_id":"2022-0-00984","funder_id":"https://openalex.org/F4320321373","funder_display_name":"Korea University"},{"id":"https://openalex.org/G4334503846","display_name":"Verbundprojekt: Bernstein Fokus Neurotechnologie - Nichtinvasive Neurotechnologie f\u00fcr Mensch-Maschine Interaktion - Teilprojekte A1, A3, A4, B4, W3, Zentrum","funder_award_id":"01GQ0850","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G4700831490","display_name":null,"funder_award_id":"2022-","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G4711502783","display_name":null,"funder_award_id":"2022-0-00984","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G5269777170","display_name":"Verbundprojekt BIFOLD-BZML: Berlin Institute for the Foundations of Learning and Data","funder_award_id":"01IS18037A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G5454750614","display_name":null,"funder_award_id":"01GQ1115","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G5843873241","display_name":"D-JPN Verbund: Adaptive Gehirn-Computer-Schnittstellen (BCI) in nichtstation\u00e4ren Umgebungen","funder_award_id":"01GQ1115","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G634377861","display_name":null,"funder_award_id":"01GQ0850","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G6743167992","display_name":"Intelligent Total Body Scanner for Early Detection of Melanoma","funder_award_id":"965221","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G6800035256","display_name":null,"funder_award_id":"309439","funder_id":"https://openalex.org/F4320323299","funder_display_name":"Norges Forskningsr\u00e5d"},{"id":"https://openalex.org/G7624340995","display_name":"Verbundprojekt BIFOLD-BBDC: Berlin Institute for the Foundations of Learning and Data","funder_award_id":"01IS18025A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G8219200985","display_name":null,"funder_award_id":"01IS18037A","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8230155105","display_name":null,"funder_award_id":"01IS18025A","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8316084977","display_name":"Verbundprojekt BIFOLD-BZML: Berlin Institute for the Foundations of Learning and Data","funder_award_id":"01IS18037I","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G8436554242","display_name":null,"funder_award_id":"2019-0-00079","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8560745557","display_name":"CompLS - Runde 2 - Verbundprojekt: Patho234 - Multidimensionale Bildanalyse von reaktiven und neoplastischen Lymphknoten durch maschinelles Lernen - Teilprojekt C","funder_award_id":"031L0207C","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320321373","display_name":"Korea University","ror":"https://ror.org/047dqcg40"},{"id":"https://openalex.org/F4320323299","display_name":"Norges Forskningsr\u00e5d","ror":"https://ror.org/00epmv149"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386076467.pdf","grobid_xml":"https://content.openalex.org/works/W4386076467.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1787224781","https://openalex.org/W2123045220","https://openalex.org/W2133665775","https://openalex.org/W2169393322","https://openalex.org/W2194775991","https://openalex.org/W2240067561","https://openalex.org/W2591954064","https://openalex.org/W2594633041","https://openalex.org/W2626639386","https://openalex.org/W2657631929","https://openalex.org/W2776207810","https://openalex.org/W2808365597","https://openalex.org/W2891612330","https://openalex.org/W2921802966","https://openalex.org/W2951885001","https://openalex.org/W2972914268","https://openalex.org/W2979200397","https://openalex.org/W3021850758","https://openalex.org/W3034247636","https://openalex.org/W3035534932","https://openalex.org/W3036286896","https://openalex.org/W3042984546","https://openalex.org/W3092088514","https://openalex.org/W3132191748","https://openalex.org/W3176779022","https://openalex.org/W3209937695","https://openalex.org/W3212053370","https://openalex.org/W4295768443","https://openalex.org/W4295808856","https://openalex.org/W4394650336","https://openalex.org/W7062726295"],"related_works":["https://openalex.org/W4382319266","https://openalex.org/W4400438966","https://openalex.org/W2979200397","https://openalex.org/W7155184190","https://openalex.org/W4297632330","https://openalex.org/W4386721366","https://openalex.org/W3202447029","https://openalex.org/W2808365597","https://openalex.org/W4312375889","https://openalex.org/W4396786928"],"abstract_inverted_index":{"While":[0],"the":[1,19,59,84,140,146,168,177],"evaluation":[2],"of":[3,48,61,79,86,108,119,145,150,179],"explanations":[4,153],"is":[5],"an":[6,55],"important":[7],"step":[8],"towards":[9],"trustworthy":[10],"models,":[11],"it":[12],"needs":[13],"to":[14,23,136,139,160,162,186],"be":[15,24,31,158],"done":[16],"carefully,":[17],"and":[18,69],"employed":[20],"metrics":[21],"need":[22],"well-understood.":[25],"Specifically":[26],"model":[27,70,115],"randomization":[28,116,144,155],"testing":[29],"can":[30,156],"overinterpreted":[32],"if":[33],"regarded":[34],"as":[35,183],"a":[36,133,163,184],"primary":[37],"criterion":[38,185],"for":[39,83],"selecting":[40],"or":[41],"discarding":[42],"explanation":[43,62],"methods.":[44,189],"To":[45],"address":[46],"shortcomings":[47],"this":[49,106],"test,":[50],"we":[51,90,111],"start":[52],"by":[53],"observing":[54],"experimental":[56,170],"gap":[57],"in":[58,105],"ranking":[60],"methods":[63],"between":[64],"randomization-based":[65],"sanity":[66,81,181],"checks":[67,82,182],"[1]":[68],"output":[71],"faithfulness":[72],"measures":[73],"(e.g.":[74],"[20]).":[75],"We":[76],"identify":[77],"limitations":[78],"model-randomization-based":[80,180],"purpose":[85],"evaluating":[87],"explanations.":[88],"Firstly,":[89],"show":[91,112],"that":[92,113],"uninformative":[93],"attribution":[94,188],"maps":[95],"created":[96],"with":[97,123,129],"zero":[98],"pixel-wise":[99],"covariance":[100],"easily":[101],"achieve":[102],"high":[103,124,134],"scores":[104],"type":[107],"checks.":[109],"Secondly,":[110],"top-down":[114],"preserves":[117],"scales":[118],"forward":[120],"pass":[121],"activations":[122,131],"probability.":[125],"That":[126],"is,":[127],"channels":[128],"large":[130],"have":[132],"probility":[135],"contribute":[137],"strongly":[138],"output,":[141],"even":[142],"after":[143,154],"network":[147],"on":[148],"top":[149],"them.":[151],"Hence,":[152],"only":[157],"expected":[159],"differ":[161],"certain":[164],"extent.":[165],"This":[166],"explains":[167],"observed":[169],"gap.":[171],"In":[172],"summary,":[173],"these":[174],"results":[175],"demonstrate":[176],"inadequacy":[178],"rank":[187]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-08-23T00:00:00"}
