{"id":"https://openalex.org/W7147633760","doi":"https://doi.org/10.1109/icaiic68212.2026.11454207","title":"Toward Forecast-Aware LLM Agents for Network Management","display_name":"Toward Forecast-Aware LLM Agents for Network Management","publication_year":2026,"publication_date":"2026-02-24","ids":{"openalex":"https://openalex.org/W7147633760","doi":"https://doi.org/10.1109/icaiic68212.2026.11454207"},"language":null,"primary_location":{"id":"doi:10.1109/icaiic68212.2026.11454207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic68212.2026.11454207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5052329796","display_name":"Jaehyung Choi","orcid":null},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jaehyung Choi","raw_affiliation_strings":["Kyung Hee University,Department of Electronics and Information Convergence Engineering,Yongin,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kyung Hee University,Department of Electronics and Information Convergence Engineering,Yongin,Republic of Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126385594","display_name":"Taeil Jung","orcid":null},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taeil Jung","raw_affiliation_strings":["Kyung Hee University,Department of Electronics and Information Convergence Engineering,Yongin,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kyung Hee University,Department of Electronics and Information Convergence Engineering,Yongin,Republic of Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112210029","display_name":"Kyung Sook Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyung Sook Kim","raw_affiliation_strings":["Electronics and Telecommunications Research Institute (ETRI),Daejeon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institute (ETRI),Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042781490","display_name":"Jeehyeon Na","orcid":null},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeehyeon Na","raw_affiliation_strings":["Electronics and Telecommunications Research Institute (ETRI),Daejeon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institute (ETRI),Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075905746","display_name":"Een\u2010Kee Hong","orcid":"https://orcid.org/0000-0001-5086-4008"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Een-Kee Hong","raw_affiliation_strings":["Kyung Hee University,Department of Electronics and Information Convergence Engineering,Yongin,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kyung Hee University,Department of Electronics and Information Convergence Engineering,Yongin,Republic of Korea","institution_ids":["https://openalex.org/I35928602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"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":0.48725368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"544","last_page":"548"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.19609999656677246,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.19609999656677246,"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/T12127","display_name":"Software System Performance and Reliability","score":0.17679999768733978,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.11590000241994858,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.7443000078201294},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.34950000047683716},{"id":"https://openalex.org/keywords/network-planning-and-design","display_name":"Network planning and design","score":0.33629998564720154},{"id":"https://openalex.org/keywords/network-monitoring","display_name":"Network monitoring","score":0.290800005197525},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.2743000090122223}],"concepts":[{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.7443000078201294},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7113000154495239},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.34950000047683716},{"id":"https://openalex.org/C114563136","wikidata":"https://www.wikidata.org/wiki/Q19725982","display_name":"Network planning and design","level":2,"score":0.33629998564720154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3253999948501587},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.299699991941452},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2944999933242798},{"id":"https://openalex.org/C81877898","wikidata":"https://www.wikidata.org/wiki/Q1965787","display_name":"Network monitoring","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.2743000090122223},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.25870001316070557},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.25440001487731934},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.25270000100135803}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic68212.2026.11454207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic68212.2026.11454207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.788426399230957,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1282299881","display_name":null,"funder_award_id":"RS-2024-00395824","funder_id":"https://openalex.org/F4320322428","funder_display_name":"Norske Skog"}],"funders":[{"id":"https://openalex.org/F4320322428","display_name":"Norske Skog","ror":"https://ror.org/00etk3t37"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2190432600","https://openalex.org/W4226020628","https://openalex.org/W4388644518","https://openalex.org/W4388850517","https://openalex.org/W4391691338","https://openalex.org/W4394794366","https://openalex.org/W4416927413","https://openalex.org/W7124860606"],"related_works":[],"abstract_inverted_index":{"Large":[0],"language":[1],"models":[2],"(LLMs)":[3],"are":[4,21],"increasingly":[5],"used":[6],"as":[7],"network":[8,204],"management":[9],"agents":[10,20,83,202],"that":[11,155],"reason":[12],"over":[13,159],"telemetry":[14],"and":[15,42,70,99,141,163,177],"assist":[16],"decision-making.":[17],"If":[18],"such":[19],"to":[22,50,95,101,110,175],"enable":[23],"prediction-driven":[24],"control,":[25],"they":[26],"must":[27],"obtain":[28],"short-term":[29],"forecasts":[30,157],"of":[31,195],"key":[32],"performance":[33],"indicators":[34],"(KPIs)":[35],"under":[36],"tight":[37],"operational":[38],"constraints,":[39],"notably":[40],"accuracy":[41,168],"low":[43],"end-to-end":[44,172],"latency.":[45],"A":[46],"na\u00efve":[47],"approach":[48],"is":[49,108],"let":[51],"the":[52,89,103,164,185,193],"LLM":[53,82,90,132,144,201],"forecast":[54],"numeric":[55],"sequences":[56],"directly":[57],"(via":[58],"prompting":[59],"or":[60],"fine-tuning),":[61],"but":[62],"this":[63,76,116],"can":[64],"be":[65],"unstable":[66],"for":[67,199],"long":[68],"horizons":[69],"often":[71],"requires":[72],"task-specific":[73],"tuning.":[74],"In":[75,180],"paper,":[77],"we":[78],"move":[79],"toward":[80],"forecast-aware":[81,200],"by":[84],"adopting":[85],"a":[86,120,134,160,170],"toolaugmented":[87],"design:":[88],"orchestrates":[91],"forecasting":[92,106,127,197],"requests":[93],"(when":[94],"forecast,":[96],"which":[97],"horizon,":[98,162],"how":[100],"use":[102],"output),":[104],"while":[105],"itself":[107],"delegated":[109],"an":[111,131,143,146],"external":[112],"model.":[113],"We":[114],"study":[115],"design":[117],"choice":[118],"through":[119],"cellular-traffic":[121],"case":[122],"study,":[123],"comparing":[124],"(i)":[125],"LLM-only":[126,156],"(Mistral":[128],"7B),":[129],"(ii)":[130],"calling":[133,145],"conventional":[135],"LSTM":[136,165],"forecaster":[137],"trained":[138],"per":[139],"cell,":[140],"(iii)":[142],"off-the-shelf,":[147],"pre-trained":[148],"time-series":[149],"foundation":[150],"model,":[151],"Chronos-2.":[152],"Results":[153],"show":[154],"drift":[158],"multi-day":[161],"tool":[166],"improves":[167],"at":[169],"higher":[171],"cost":[173],"due":[174],"training":[176],"invocation":[178],"overhead.":[179],"contrast,":[181],"Chronos-":[182],"2":[183],"delivers":[184],"best":[186],"accuracy-latency":[187],"tradeoff":[188],"without":[189],"per-cell":[190],"retraining,":[191],"supporting":[192],"practicality":[194],"toolbased":[196],"back-ends":[198],"in":[203],"management.":[205]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-04-02T00:00:00"}
