{"id":"https://openalex.org/W4413179723","doi":"https://doi.org/10.1109/gcwkshp64532.2024.11100910","title":"From Black Box to Transparency: Consistency and Cost within XAI","display_name":"From Black Box to Transparency: Consistency and Cost within XAI","publication_year":2024,"publication_date":"2024-12-08","ids":{"openalex":"https://openalex.org/W4413179723","doi":"https://doi.org/10.1109/gcwkshp64532.2024.11100910"},"language":"en","primary_location":{"id":"doi:10.1109/gcwkshp64532.2024.11100910","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcwkshp64532.2024.11100910","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Globecom Workshops (GC Wkshps)","raw_type":"proceedings-article"},"type":"article","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/A5087878967","display_name":"J\u00falio Corona","orcid":"https://orcid.org/0009-0001-7898-7883"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Julio Corona","raw_affiliation_strings":["Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023831200","display_name":"Pedro Rodrigues","orcid":"https://orcid.org/0000-0002-1108-1796"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pedro Rodrigues","raw_affiliation_strings":["Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056658923","display_name":"Leonardo Almeida","orcid":"https://orcid.org/0000-0002-0921-887X"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Leonardo Almeida","raw_affiliation_strings":["Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067207701","display_name":"Rafael Teixeira","orcid":"https://orcid.org/0000-0001-7211-382X"},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]},{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rafael Teixeira","raw_affiliation_strings":["Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083083809","display_name":"M\u00e1rio Antunes","orcid":"https://orcid.org/0000-0002-6504-9441"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"M\u00e1rio Antunes","raw_affiliation_strings":["Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090429145","display_name":"Rui L. Aguiar","orcid":"https://orcid.org/0000-0003-0107-6253"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rui L. Aguiar","raw_affiliation_strings":["Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"Universidade de Aveiro,Instituto de Telecomunica&#x00E7;&#x00F5;es,Aveiro,Portugal","institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5087878967"],"corresponding_institution_ids":["https://openalex.org/I4210120471","https://openalex.org/I60858718"],"apc_list":null,"apc_paid":null,"fwci":0.3653,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67766852,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9638000130653381,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.916100025177002,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/transparency","display_name":"Transparency (behavior)","score":0.7224794030189514},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.6407341957092285},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5866276025772095},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45202115178108215},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.13018959760665894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11397767066955566}],"concepts":[{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.7224794030189514},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.6407341957092285},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5866276025772095},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45202115178108215},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.13018959760665894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11397767066955566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/gcwkshp64532.2024.11100910","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcwkshp64532.2024.11100910","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Globecom Workshops (GC Wkshps)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2166176379","https://openalex.org/W2414114959","https://openalex.org/W2887881998","https://openalex.org/W2905563783","https://openalex.org/W2999309192","https://openalex.org/W3006210340","https://openalex.org/W3123482879","https://openalex.org/W3136313654","https://openalex.org/W3165966477","https://openalex.org/W3189261151","https://openalex.org/W3197153805","https://openalex.org/W4206813823","https://openalex.org/W4290996367","https://openalex.org/W4292653773","https://openalex.org/W4294559022","https://openalex.org/W4315605901","https://openalex.org/W4376480706","https://openalex.org/W4378806113","https://openalex.org/W4390503972","https://openalex.org/W4400134761"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3081288631","https://openalex.org/W3152382318","https://openalex.org/W3004686567","https://openalex.org/W2738656338","https://openalex.org/W2603787370","https://openalex.org/W2555400967","https://openalex.org/W3214759741"],"abstract_inverted_index":{"As":[0],"the":[1,6,18,56,83,127,146,156,166,172],"5G":[2,118],"era":[3],"progresses":[4],"and":[5,28,50,77,99,129],"research":[7],"community":[8],"shifts":[9],"its":[10],"focus":[11],"to":[12,35,73,109],"6G,":[13],"an":[14],"unprecedented":[15,51],"surge":[16],"in":[17,40,115,133,181],"adoption":[19],"of":[20,53,59,86,112,158,174],"Artificial":[21],"Intelligence":[22],"(AI)":[23],"techniques":[24,72,106],"for":[25],"network":[26,45,119],"development":[27],"operation":[29],"is":[30,33],"expected.":[31],"AI":[32,70],"envisioned":[34],"play":[36],"a":[37,66],"crucial":[38],"role":[39],"6G":[41],"networks,":[42],"enabling":[43],"intelligent":[44],"management,":[46],"enhanced":[47],"user":[48],"experience,":[49],"levels":[52,85],"connectivity.":[54],"However,":[55],"opaque":[57],"nature":[58],"Machine":[60],"Learning":[61],"(ML)":[62],"models":[63,114,167],"has":[64],"prompted":[65],"shift":[67],"towards":[68],"Explainable":[69],"(XAI)":[71],"enhance":[74],"decision-making":[75],"transparency":[76],"auditability.":[78],"This":[79],"paper":[80,123],"delves":[81],"into":[82],"agreement":[84],"three":[87,110],"state-of-the-art":[88],"XAI":[89,149,162,179],"techniques\u2014SHapley":[90],"Additive":[91],"exPlanations":[92],"(SHAP),":[93],"Local":[94],"Interpretable":[95],"Model-agnostic":[96],"Explanations":[97],"(LIME),":[98],"Permutation":[100],"Importance":[101],"(PI)\u2014regarding":[102],"feature":[103],"importance.":[104],"These":[105],"are":[107],"applied":[108],"groups":[111],"ML":[113],"five":[116],"distinct":[117],"scenarios.":[120],"Additionally,":[121],"this":[122],"sheds":[124],"light":[125],"on":[126],"temporal":[128],"energy":[130],"costs":[131],"inherent":[132],"employing":[134],"these":[135],"techniques.":[136],"Our":[137],"findings":[138],"indicate":[139],"that":[140],"although":[141],"PI":[142],"stands":[143],"out":[144],"as":[145],"most":[147],"cost-efficient":[148],"method,":[150],"there":[151],"may":[152],"be":[153],"disagreement":[154],"concerning":[155],"relevance":[157],"features":[159],"obtained":[160],"through":[161],"methods,":[163],"even":[164],"when":[165],"obtain":[168],"high":[169],"accuracy,":[170],"highlighting":[171],"importance":[173],"considering":[175],"more":[176],"than":[177],"one":[178],"method":[180],"model":[182],"explanation":[183],"decisions.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
