{"id":"https://openalex.org/W4387885726","doi":"https://doi.org/10.1109/mcom.001.2300172","title":"Explainable and Robust Artificial Intelligence for Trustworthy Resource Management in 6G Networks","display_name":"Explainable and Robust Artificial Intelligence for Trustworthy Resource Management in 6G Networks","publication_year":2023,"publication_date":"2023-10-23","ids":{"openalex":"https://openalex.org/W4387885726","doi":"https://doi.org/10.1109/mcom.001.2300172"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.001.2300172","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mcom.001.2300172","pdf_url":"https://ieeexplore.ieee.org/ielx7/35/10494948/10292755.pdf","source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Magazine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/35/10494948/10292755.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102008313","display_name":"Nasir Khan","orcid":"https://orcid.org/0000-0001-9104-8373"},"institutions":[{"id":"https://openalex.org/I1351752","display_name":"Ko\u00e7 University","ror":"https://ror.org/00jzwgz36","country_code":"TR","type":"education","lineage":["https://openalex.org/I1351752"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Nasir Khan","raw_affiliation_strings":["Koc University,Turkey","Koc University, Turkey"],"affiliations":[{"raw_affiliation_string":"Koc University,Turkey","institution_ids":["https://openalex.org/I1351752"]},{"raw_affiliation_string":"Koc University, Turkey","institution_ids":["https://openalex.org/I1351752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063874470","display_name":"Sinem \u00c7\u00f6leri","orcid":"https://orcid.org/0000-0002-7502-3122"},"institutions":[{"id":"https://openalex.org/I1351752","display_name":"Ko\u00e7 University","ror":"https://ror.org/00jzwgz36","country_code":"TR","type":"education","lineage":["https://openalex.org/I1351752"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sinem Coleri","raw_affiliation_strings":["Koc University,Turkey","Koc University, Turkey"],"affiliations":[{"raw_affiliation_string":"Koc University,Turkey","institution_ids":["https://openalex.org/I1351752"]},{"raw_affiliation_string":"Koc University, Turkey","institution_ids":["https://openalex.org/I1351752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046741256","display_name":"Asmaa Abdallah","orcid":"https://orcid.org/0000-0003-3387-9333"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Asmaa Abdallah","raw_affiliation_strings":["King Abdullah University of Science and Technology,Saudi Arabia","King Abdullah University of Science and Technology, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology,Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]},{"raw_affiliation_string":"King Abdullah University of Science and Technology, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034034574","display_name":"Abdulkadir \u00c7elik","orcid":"https://orcid.org/0000-0001-9007-9979"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdulkadir Celik","raw_affiliation_strings":["King Abdullah University of Science and Technology,Saudi Arabia","King Abdullah University of Science and Technology, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology,Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]},{"raw_affiliation_string":"King Abdullah University of Science and Technology, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013660772","display_name":"Ahmed M. Eltawil","orcid":"https://orcid.org/0000-0003-1849-083X"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ahmed M. Eltawil","raw_affiliation_strings":["King Abdullah University of Science and Technology,Saudi Arabia","King Abdullah University of Science and Technology, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology,Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]},{"raw_affiliation_string":"King Abdullah University of Science and Technology, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102008313"],"corresponding_institution_ids":["https://openalex.org/I1351752"],"apc_list":null,"apc_paid":null,"fwci":8.0202,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.98146208,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"62","issue":"4","first_page":"50","last_page":"56"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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":0.9991000294685364,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9805999994277954,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.8576744198799133},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.8491621613502502},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7920681238174438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6217328906059265},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5479429364204407},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5175608992576599},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47459906339645386},{"id":"https://openalex.org/keywords/credibility","display_name":"Credibility","score":0.45057421922683716},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3676435649394989}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8576744198799133},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8491621613502502},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7920681238174438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6217328906059265},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5479429364204407},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5175608992576599},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47459906339645386},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.45057421922683716},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3676435649394989},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mcom.001.2300172","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mcom.001.2300172","pdf_url":"https://ieeexplore.ieee.org/ielx7/35/10494948/10292755.pdf","source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Magazine","raw_type":"journal-article"},{"id":"pmh:oai:eprints.soton.ac.uk:504504","is_oa":false,"landing_page_url":"http://doi.org/10.1109/MCOM.001.2300172>).","pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"doi:10.1109/mcom.001.2300172","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mcom.001.2300172","pdf_url":"https://ieeexplore.ieee.org/ielx7/35/10494948/10292755.pdf","source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Magazine","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.44999998807907104,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387885726.pdf","grobid_xml":"https://content.openalex.org/works/W4387885726.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2793165286","https://openalex.org/W2962862931","https://openalex.org/W3043040891","https://openalex.org/W3046174374","https://openalex.org/W3087880859","https://openalex.org/W3212872325","https://openalex.org/W4214679954","https://openalex.org/W4287686688","https://openalex.org/W4306377608","https://openalex.org/W4311066695","https://openalex.org/W4313452705","https://openalex.org/W4376480706","https://openalex.org/W4383173593","https://openalex.org/W4390576588","https://openalex.org/W6737947904","https://openalex.org/W6759127422","https://openalex.org/W6853808358"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W2809283485","https://openalex.org/W4293768783","https://openalex.org/W4288347394"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"is":[3],"expected":[4],"to":[5,37,61,130,151,223],"be":[6,121,221],"an":[7],"integral":[8],"part":[9],"of":[10,23,79,96,134,160,168,181,185,190,202,243],"radio":[11],"resource":[12],"management":[13],"(RRM)":[14],"in":[15,39,138,196],"sixth-generation":[16],"(6G)":[17],"networks.":[18,91,170],"However,":[19],"the":[20,75,132,153,157,172,175,179,230,239],"opaque":[21],"nature":[22],"complex":[24],"deep":[25,161],"learning":[26,163],"(DL)":[27],"models":[28],"lacks":[29],"explainability":[30,81,135,208],"and":[31,45,77,82,98,105,109,113,136,187,210,241],"robustness,":[32],"posing":[33],"a":[34,94,191,206,211,234],"significant":[35],"hindrance":[36],"adoption":[38],"practice.":[40],"Furthermore,":[41],"wireless":[42,139],"communication":[43],"experts":[44],"stakeholders,":[46],"concerned":[47],"about":[48],"potential":[49],"vulnerabilities,":[50],"such":[51],"as":[52],"data":[53],"privacy":[54],"issues":[55],"or":[56],"biased":[57],"decision-making,":[58],"express":[59],"reluctance":[60],"fully":[62],"embrace":[63],"these":[64,203],"AI":[65,100,149],"technologies.":[66],"To":[67],"this":[68,70],"end,":[69],"article":[71],"sheds":[72],"light":[73],"on":[74,146],"importance":[76,180],"means":[78],"achieving":[80],"robustness":[83,137,218],"toward":[84],"trustworthy":[85],"AI-based":[86],"RRM":[87,167,227],"solutions":[88],"for":[89,102,123,165,215,237],"6G":[90],"We":[92],"outline":[93],"range":[95],"explainable":[97,148],"robust":[99],"techniques":[101],"feature":[103],"visualization":[104],"attribution;":[106],"model":[107,111,154,217],"simplification":[108],"interpretability;":[110],"compression;":[112],"sensitivity":[114],"analysis,":[115],"then":[116],"explain":[117],"how":[118],"they":[119],"can":[120,220],"leveraged":[122],"RRM.":[124,245],"Two":[125],"case":[126,144,177],"studies":[127],"are":[128],"presented":[129],"demonstrate":[131],"application":[133],"network":[140],"design.":[141],"The":[142],"former":[143],"focuses":[145],"exploiting":[147],"methods":[150],"simplify":[152],"by":[155],"reducing":[156],"input":[158],"size":[159],"reinforcement":[162],"agents":[164],"scalable":[166],"vehicular":[169],"On":[171],"other":[173],"hand,":[174],"latter":[176],"highlights":[178],"providing":[182],"interpretable":[183],"explanations":[184],"credible":[186],"confident":[188],"decisions":[189],"DL-based":[192,226],"beam":[193],"alignment":[194],"solution":[195],"massive":[197],"multiple-input":[198],"multiple-output":[199],"systems.":[200],"Analyses":[201],"cases":[204],"provide":[205],"generic":[207],"pipeline":[209],"credibility":[212],"assessment":[213],"tool":[214],"checking":[216],"that":[219],"applied":[222],"any":[224],"pre-trained":[225],"method.":[228],"Overall,":[229],"proposed":[231],"framework":[232],"offers":[233],"promising":[235],"avenue":[236],"improving":[238],"practicality":[240],"trustworthiness":[242],"AI-empowered":[244]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
