{"id":"https://openalex.org/W4402982283","doi":"https://doi.org/10.1002/aisy.202400359","title":"AS\u2010XAI: Self\u2010Supervised Automatic Semantic Interpretation for CNN","display_name":"AS\u2010XAI: Self\u2010Supervised Automatic Semantic Interpretation for CNN","publication_year":2024,"publication_date":"2024-09-30","ids":{"openalex":"https://openalex.org/W4402982283","doi":"https://doi.org/10.1002/aisy.202400359"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202400359","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400359","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1002/aisy.202400359","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101285236","display_name":"Changqi Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changqi Sun","raw_affiliation_strings":["Department of Mathematics and Theories Peng Cheng Laboratory  Shenzhen 518000 Guangdong P. R. China","School of Environmental Science and Engineering Southern University of Science and Technology  Shenzhen 518055 Guangdong P. R. China"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Theories Peng Cheng Laboratory  Shenzhen 518000 Guangdong P. R. China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"School of Environmental Science and Engineering Southern University of Science and Technology  Shenzhen 518055 Guangdong P. R. China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107917843","display_name":"H. Xu","orcid":"https://orcid.org/0009-0009-9478-9527"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Xu","raw_affiliation_strings":["BIC\u2010ESAT, ERE, and SKLTCS, College of Engineering Peking University  Beijing 100871 P. R. China"],"affiliations":[{"raw_affiliation_string":"BIC\u2010ESAT, ERE, and SKLTCS, College of Engineering Peking University  Beijing 100871 P. R. China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101707444","display_name":"Yuntian Chen","orcid":"https://orcid.org/0000-0003-4566-8197"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yuntian Chen","raw_affiliation_strings":["Ningbo Institute of Digital Twin Eastern Institute of Technology  Ningbo Zhejiang 315200 P. R. China"],"affiliations":[{"raw_affiliation_string":"Ningbo Institute of Digital Twin Eastern Institute of Technology  Ningbo Zhejiang 315200 P. R. China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100783852","display_name":"Dongxiao Zhang","orcid":"https://orcid.org/0000-0001-6930-5994"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dongxiao Zhang","raw_affiliation_strings":["Department of Mathematics and Theories Peng Cheng Laboratory  Shenzhen 518000 Guangdong P. R. China","Ningbo Institute of Digital Twin Eastern Institute of Technology  Ningbo Zhejiang 315200 P. R. China"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Theories Peng Cheng Laboratory  Shenzhen 518000 Guangdong P. R. China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Ningbo Institute of Digital Twin Eastern Institute of Technology  Ningbo Zhejiang 315200 P. R. China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100783852","https://openalex.org/A5101707444"],"corresponding_institution_ids":["https://openalex.org/I4210136793"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":1.0632,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.8144611,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"6","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9994000196456909,"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/T10028","display_name":"Topic Modeling","score":0.9994000196456909,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9968000054359436,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.994700014591217,"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/natural-language-processing","display_name":"Natural language processing","score":0.684015691280365},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6709978580474854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6494778394699097},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.6263645887374878},{"id":"https://openalex.org/keywords/semantic-interpretation","display_name":"Semantic interpretation","score":0.4200175404548645},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34980666637420654}],"concepts":[{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.684015691280365},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6709978580474854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6494778394699097},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.6263645887374878},{"id":"https://openalex.org/C193125573","wikidata":"https://www.wikidata.org/wiki/Q7449065","display_name":"Semantic interpretation","level":2,"score":0.4200175404548645},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34980666637420654},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202400359","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400359","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c58e609a6aa94a59ab7cac69071dd61b","is_oa":true,"landing_page_url":"https://doaj.org/article/c58e609a6aa94a59ab7cac69071dd61b","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":"Advanced Intelligent Systems, Vol 6, Iss 12, Pp n/a-n/a (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202400359","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400359","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3550041325","display_name":null,"funder_award_id":"62106116","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1787224781","https://openalex.org/W1849277567","https://openalex.org/W1974042113","https://openalex.org/W2086023346","https://openalex.org/W2112796928","https://openalex.org/W2295124130","https://openalex.org/W2492794003","https://openalex.org/W2527189750","https://openalex.org/W2533598788","https://openalex.org/W2612690371","https://openalex.org/W2794284562","https://openalex.org/W2934954940","https://openalex.org/W2945976633","https://openalex.org/W2958089299","https://openalex.org/W2962858109","https://openalex.org/W2963095307","https://openalex.org/W2963499153","https://openalex.org/W2971685841","https://openalex.org/W2981207549","https://openalex.org/W2981731882","https://openalex.org/W2990138404","https://openalex.org/W3004725381","https://openalex.org/W3113107791","https://openalex.org/W3144293453","https://openalex.org/W3196345292","https://openalex.org/W4229560905","https://openalex.org/W4304128160","https://openalex.org/W4385737472","https://openalex.org/W4386897466","https://openalex.org/W4387246019"],"related_works":["https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W3204019825","https://openalex.org/W2004663191","https://openalex.org/W2603623739","https://openalex.org/W2950298502","https://openalex.org/W2250477996","https://openalex.org/W2891979318","https://openalex.org/W3034934889","https://openalex.org/W2021562923"],"abstract_inverted_index":{"Explainable":[0],"artificial":[1,54],"intelligence":[2,55],"(XAI)":[3],"aims":[4],"to":[5,22,100,104,161],"develop":[6],"transparent":[7,60],"explanatory":[8],"approaches":[9],"for":[10,19,72,128,156],"\u201cblack\u2010box\u201d":[11],"deep":[12],"learning":[13],"models.":[14],"However,":[15],"it":[16],"remains":[17],"difficult":[18],"existing":[20],"methods":[21],"achieve":[23],"the":[24,27,80,91],"trade\u2010off":[25],"of":[26,76,82,93,178],"three":[28],"key":[29],"criteria":[30],"in":[31,79],"interpretability,":[32],"namely,":[33],"reliability,":[34],"understandability,":[35],"and":[36,66,113,133,163],"usability,":[37],"which":[38,58],"hinder":[39],"their":[40],"practical":[41,144],"applications.":[42],"In":[43,89,169],"this":[44],"article,":[45],"we":[46],"propose":[47],"a":[48,170],"self\u2010supervised":[49],"automatic":[50],"semantic":[51,63,74,106,115,148],"interpretable":[52],"explainable":[53],"(AS\u2010XAI)":[56],"framework,":[57],"utilizes":[59],"orthogonal":[61,114],"embedding":[62],"extraction":[64],"spaces":[65,116],"row\u2010centered":[67],"principal":[68],"component":[69],"analysis":[70],"(PCA)":[71],"global":[73,126],"interpretation":[75,149],"model":[77,102],"decisions":[78],"absence":[81],"human":[83],"interference,":[84],"without":[85],"additional":[86],"computational":[87],"costs.":[88],"addition,":[90],"invariance":[92],"filter":[94],"feature":[95],"high\u2010rank":[96],"decomposition":[97],"is":[98],"used":[99],"evaluate":[101],"sensitivity":[103],"different":[105],"concepts.":[107],"Extensive":[108],"experiments":[109],"demonstrate":[110],"that":[111,158],"robust":[112],"can":[117],"be":[118],"automatically":[119],"extracted":[120],"by":[121,173],"AS\u2010XAI,":[122],"providing":[123],"more":[124],"effective":[125],"interpretability":[127],"convolutional":[129],"neural":[130],"networks":[131],"(CNNs)":[132],"generating":[134],"human\u2010comprehensible":[135],"explanations.":[136],"The":[137],"proposed":[138],"approach":[139],"offers":[140],"broad":[141],"fine\u2010grained":[142],"extensible":[143],"applications,":[145],"including":[146],"shared":[147],"under":[150],"out\u2010of\u2010distribution":[151],"(OOD)":[152],"categories,":[153],"auxiliary":[154],"explanations":[155,165],"species":[157],"are":[159],"challenging":[160],"distinguish,":[162],"classification":[164],"from":[166],"various":[167],"perspectives.":[168],"systematic":[171],"evaluation":[172],"users":[174],"with":[175],"varying":[176],"levels":[177],"AI":[179],"knowledge,":[180],"AS\u2010XAI":[181],"demonstrated":[182],"superior":[183],"\u201cglass":[184],"box\u201d":[185],"characteristics.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
