{"id":"https://openalex.org/W4411270537","doi":"https://doi.org/10.1109/tcomm.2025.3579703","title":"Mobile Traffic Prediction Using LLMs With Efficient In-Context Demonstration Selection","display_name":"Mobile Traffic Prediction Using LLMs With Efficient In-Context Demonstration Selection","publication_year":2025,"publication_date":"2025-06-13","ids":{"openalex":"https://openalex.org/W4411270537","doi":"https://doi.org/10.1109/tcomm.2025.3579703"},"language":"en","primary_location":{"id":"doi:10.1109/tcomm.2025.3579703","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2025.3579703","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Transactions on Communications","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/A5029174209","display_name":"Han Zhang","orcid":"https://orcid.org/0009-0005-2386-3559"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Han Zhang","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada"],"raw_orcid":"https://orcid.org/0009-0005-2386-3559","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074645771","display_name":"Akram Bin Sediq","orcid":"https://orcid.org/0000-0003-1260-2853"},"institutions":[{"id":"https://openalex.org/I4210094041","display_name":"Ericsson (Canada)","ror":"https://ror.org/00nas2c56","country_code":"CA","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210094041"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Akram Bin Sediq","raw_affiliation_strings":["Ericsson, Ottawa, ON, Canada","Ericsson, Ottawa, Canada"],"raw_orcid":"https://orcid.org/0000-0003-1260-2853","affiliations":[{"raw_affiliation_string":"Ericsson, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210094041"]},{"raw_affiliation_string":"Ericsson, Ottawa, Canada","institution_ids":["https://openalex.org/I4210094041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071889415","display_name":"Ali Afana","orcid":"https://orcid.org/0000-0001-5253-2429"},"institutions":[{"id":"https://openalex.org/I4210094041","display_name":"Ericsson (Canada)","ror":"https://ror.org/00nas2c56","country_code":"CA","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210094041"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ali Afana","raw_affiliation_strings":["Ericsson, Ottawa, ON, Canada","Ericsson, Ottawa, Canada"],"raw_orcid":"https://orcid.org/0000-0001-5253-2429","affiliations":[{"raw_affiliation_string":"Ericsson, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210094041"]},{"raw_affiliation_string":"Ericsson, Ottawa, Canada","institution_ids":["https://openalex.org/I4210094041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089891162","display_name":"Melike Erol\u2010Kantarci","orcid":"https://orcid.org/0000-0001-6787-8457"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Melike Erol-Kantarci","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-6787-8457","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5029174209"],"corresponding_institution_ids":["https://openalex.org/I153718931"],"apc_list":null,"apc_paid":null,"fwci":0.8988,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7416217,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"73","issue":"11","first_page":"11170","last_page":"11185"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9222000241279602,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.921500027179718,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6585463881492615},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6356271505355835},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5650057792663574},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.4935866594314575},{"id":"https://openalex.org/keywords/mobile-radio","display_name":"Mobile radio","score":0.39070966839790344},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.33950892090797424},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2822614908218384},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.14908304810523987}],"concepts":[{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6585463881492615},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6356271505355835},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5650057792663574},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.4935866594314575},{"id":"https://openalex.org/C2781307350","wikidata":"https://www.wikidata.org/wiki/Q6887221","display_name":"Mobile radio","level":2,"score":0.39070966839790344},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.33950892090797424},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2822614908218384},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.14908304810523987},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcomm.2025.3579703","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2025.3579703","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Transactions on Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322675","display_name":"Mitacs","ror":"https://ror.org/00cjrc276"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2519532976","https://openalex.org/W2756968191","https://openalex.org/W2907637692","https://openalex.org/W3017194848","https://openalex.org/W3033989372","https://openalex.org/W3126686235","https://openalex.org/W3156128181","https://openalex.org/W3158690073","https://openalex.org/W3161226789","https://openalex.org/W3169227536","https://openalex.org/W3206043672","https://openalex.org/W4210772610","https://openalex.org/W4289752563","https://openalex.org/W4372347372","https://openalex.org/W4385567149","https://openalex.org/W4385571076","https://openalex.org/W4385573504","https://openalex.org/W4387870068","https://openalex.org/W4390938883","https://openalex.org/W4394828380","https://openalex.org/W4401509024","https://openalex.org/W4401609287","https://openalex.org/W4402683737","https://openalex.org/W4404781790","https://openalex.org/W4406164090","https://openalex.org/W4408324654","https://openalex.org/W4408703239"],"related_works":["https://openalex.org/W3121443510","https://openalex.org/W2069408381","https://openalex.org/W4400980708","https://openalex.org/W641058583","https://openalex.org/W1968055665","https://openalex.org/W2114457122","https://openalex.org/W2176179953","https://openalex.org/W1994232288","https://openalex.org/W4234564246","https://openalex.org/W1908265647"],"abstract_inverted_index":{"Mobile":[0],"traffic":[1,39],"prediction":[2,40,48,153],"is":[3,117],"an":[4,102],"important":[5],"enabler":[6],"for":[7,105],"optimizing":[8,63],"resource":[9],"allocation":[10],"and":[11,25,55,108,142,155,166],"improving":[12],"energy":[13],"efficiency":[14],"in":[15],"mobile":[16],"wireless":[17,38],"networks.":[18],"Building":[19],"on":[20,95],"the":[21,64,77,88,96,114,131,134,151],"advanced":[22],"contextual":[23],"understanding":[24],"generative":[26],"capabilities":[27],"of":[28,66,113],"large":[29],"language":[30],"models":[31],"(LLMs),":[32],"this":[33],"work":[34],"introduces":[35],"a":[36,57,82,120],"context-aware":[37],"framework":[41,104,116,136],"powered":[42],"by":[43,81],"LLMs.":[44],"To":[45],"further":[46],"enhance":[47],"accuracy,":[49],"we":[50],"leverage":[51],"in-context":[52],"learning":[53],"(ICL)":[54],"develop":[56],"novel":[58],"two-step":[59],"demonstration":[60,157,164,169],"selection":[61,158,165],"strategy,":[62],"performance":[65],"LLM-based":[67],"predictions.":[68],"The":[69,111],"initial":[70],"step":[71,84],"involves":[72],"selecting":[73],"ICL":[74,163,168],"demonstrations":[75,90],"using":[76],"effectiveness":[78,109,112],"rule,":[79],"followed":[80],"second":[83],"that":[85],"determines":[86],"whether":[87],"chosen":[89],"should":[91],"be":[92],"utilized,":[93],"based":[94],"informativeness":[97,107],"rule.":[98],"We":[99],"also":[100],"provide":[101],"analytical":[103],"both":[106],"rules.":[110],"proposed":[115,135],"demonstrated":[118],"with":[119,125],"real-world":[121],"fifth-generation":[122],"(5G)":[123],"dataset":[124],"different":[126],"application":[127],"scenarios.":[128],"According":[129],"to":[130,150],"numerical":[132],"results,":[133],"shows":[137],"lower":[138],"mean":[139],"squared":[140],"error":[141],"higher":[143],"<italic":[144],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[145,147],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">R</i><sup":[146],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>-Scores":[148],"compared":[149],"zero-shot":[152],"method":[154],"other":[156],"methods,":[159],"such":[160],"as":[161],"constant":[162],"distance-only-based":[167],"selection.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-14T23:14:49.485078","created_date":"2025-10-10T00:00:00"}
