{"id":"https://openalex.org/W7131410234","doi":"https://doi.org/10.1109/mcom.001.2500402","title":"Small Models, Big Impact: Tool-Augmented AI Agents for Wireless Network Planning","display_name":"Small Models, Big Impact: Tool-Augmented AI Agents for Wireless Network Planning","publication_year":2026,"publication_date":"2026-02-25","ids":{"openalex":"https://openalex.org/W7131410234","doi":"https://doi.org/10.1109/mcom.001.2500402"},"language":null,"primary_location":{"id":"doi:10.1109/mcom.001.2500402","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2500402","pdf_url":null,"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":null,"license_id":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5126853587","display_name":"Yongqiang Zhang","orcid":null},"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":"Yongqiang Zhang","raw_affiliation_strings":["King Abdullah University of Science and Technology (KAUST),Computer, Electrical and Mathematical Science and Engineering Division,Kingdom of Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology (KAUST),Computer, Electrical and Mathematical Science and Engineering Division,Kingdom of Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126828321","display_name":"Mustafa A. Kishk","orcid":null},"institutions":[{"id":"https://openalex.org/I157286207","display_name":"National University of Ireland, Maynooth","ror":"https://ror.org/048nfjm95","country_code":"IE","type":"education","lineage":["https://openalex.org/I157286207"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Mustafa A. Kishk","raw_affiliation_strings":["Maynooth University,Department of Electronic Engineering,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Maynooth University,Department of Electronic Engineering,Ireland","institution_ids":["https://openalex.org/I157286207"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126847572","display_name":"Mohamed-Slim Alouini","orcid":null},"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":"Mohamed-Slim Alouini","raw_affiliation_strings":["King Abdullah University of Science and Technology (KAUST),Computer, Electrical and Mathematical Science and Engineering Division,Kingdom of Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology (KAUST),Computer, Electrical and Mathematical Science and Engineering Division,Kingdom of Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16887553,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"64","issue":"4","first_page":"26","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12203","display_name":"Mobile Agent-Based Network Management","score":0.2904999852180481,"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/T12203","display_name":"Mobile Agent-Based Network Management","score":0.2904999852180481,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.05770000070333481,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.048900000751018524,"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/wireless-network","display_name":"Wireless network","score":0.603600025177002},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5300999879837036},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5299999713897705},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.486299991607666},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.42910000681877136},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.36469998955726624}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8720999956130981},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.603600025177002},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5300999879837036},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5299999713897705},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.486299991607666},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.42910000681877136},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42309999465942383},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42080000042915344},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.36469998955726624},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35839998722076416},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.3449999988079071},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.31859999895095825},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.3181999921798706},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.2833000123500824},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27489998936653137},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.2590000033378601},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcom.001.2500402","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2500402","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"such":[4],"as":[5],"ChatGPT":[6],"promise":[7],"revolutionary":[8],"capabilities":[9],"for":[10,40,58,124],"Sixth-Generation":[11],"(6G)":[12],"wireless":[13,41,125],"networks":[14],"but":[15],"their":[16],"massive":[17],"computational":[18,56,94,111],"requirements":[19],"and":[20,64,81,118],"tendency":[21],"to":[22,85],"generate":[23],"technically":[24],"incorrect":[25],"information":[26],"create":[27],"deployment":[28],"barriers.":[29],"In":[30,67],"this":[31],"work,":[32],"we":[33],"introduce":[34],"MAINTAINED:":[35],"autonomous":[36],"artificial":[37],"intelligence":[38],"agent":[39],"network":[42,65],"deployment.":[43],"Instead":[44],"of":[45],"encoding":[46],"domain":[47,107],"knowledge":[48,104,108],"within":[49],"model":[50],"parameters,":[51],"our":[52],"approach":[53],"orchestrates":[54],"specialized":[55],"tools":[57],"geographic":[59],"analysis,":[60],"signal":[61],"propagation":[62],"modeling,":[63],"optimization.":[66],"a":[68],"real-world":[69],"case":[70],"study,":[71],"MAINTAINED":[72],"outperforms":[73],"state-of-the-art":[74],"LLMs":[75],"including":[76],"ChatGPT-4o,":[77],"Claude":[78],"Sonnet":[79],"4,":[80],"DeepSeek-R1":[82],"by":[83],"up":[84],"100-fold":[86],"in":[87,115],"verified":[88],"performance":[89],"metrics":[90],"while":[91],"requiring":[92],"less":[93],"resources.":[95],"This":[96],"paradigm":[97],"shift,":[98],"moving":[99],"from":[100],"relying":[101],"on":[102],"parametric":[103],"towards":[105],"externalizing":[106],"into":[109],"verifiable":[110],"tools,":[112],"eliminates":[113],"hallucination":[114],"technical":[116],"specifications":[117],"enables":[119],"edge-deployable":[120],"Artificial":[121],"Intelligence":[122],"(AI)":[123],"communications.":[126]},"counts_by_year":[],"updated_date":"2026-04-03T16:38:21.277918","created_date":"2026-02-26T00:00:00"}
