{"id":"https://openalex.org/W4412877065","doi":"https://doi.org/10.1145/3711896.3737272","title":"UoMo: A Universal Model of Mobile Traffic Forecasting for Wireless Network Optimization","display_name":"UoMo: A Universal Model of Mobile Traffic Forecasting for Wireless Network Optimization","publication_year":2025,"publication_date":"2025-08-03","ids":{"openalex":"https://openalex.org/W4412877065","doi":"https://doi.org/10.1145/3711896.3737272"},"language":"en","primary_location":{"id":"doi:10.1145/3711896.3737272","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711896.3737272","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3711896.3737272","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3711896.3737272","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037855353","display_name":"Haoye Chai","orcid":"https://orcid.org/0000-0002-6215-6671"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haoye Chai","raw_affiliation_strings":["Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6215-6671","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006315499","display_name":"Shiyuan Zhang","orcid":"https://orcid.org/0009-0000-3216-2256"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiyuan Zhang","raw_affiliation_strings":["Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0000-3216-2256","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112370350","display_name":"Xin-Kun Qi","orcid":"https://orcid.org/0009-0007-2416-7138"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqian Qi","raw_affiliation_strings":["Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-2416-7138","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112469187","display_name":"Baohua Qiu","orcid":null},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baohua Qiu","raw_affiliation_strings":["China Mobile, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0001-8132-5098","affiliations":[{"raw_affiliation_string":"China Mobile, Beijing, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100355277","display_name":"Yong Li","orcid":"https://orcid.org/0000-0001-5617-1659"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Li","raw_affiliation_strings":["Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5617-1659","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5037855353"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":3.865,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92857466,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"4308","last_page":"4319"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T10575","display_name":"Wireless Communication Networks Research","score":0.9977999925613403,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9965999722480774,"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/computer-science","display_name":"Computer science","score":0.6919168829917908},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5408402681350708},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5392746925354004},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.4337650239467621},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4194410443305969},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.24924126267433167}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6919168829917908},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5408402681350708},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5392746925354004},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.4337650239467621},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4194410443305969},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.24924126267433167}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3711896.3737272","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711896.3737272","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3711896.3737272","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3711896.3737272","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711896.3737272","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3711896.3737272","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1638419183","display_name":null,"funder_award_id":"2023YFB2904801","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G1822599809","display_name":null,"funder_award_id":"2023M742010","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G3614744892","display_name":null,"funder_award_id":"U23B2030","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412877065.pdf","grobid_xml":"https://content.openalex.org/works/W4412877065.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W1982185024","https://openalex.org/W2275165515","https://openalex.org/W2294182615","https://openalex.org/W2558600380","https://openalex.org/W2752549871","https://openalex.org/W2775969967","https://openalex.org/W2897256107","https://openalex.org/W2910883594","https://openalex.org/W2914125455","https://openalex.org/W2927303340","https://openalex.org/W2951610760","https://openalex.org/W2983275977","https://openalex.org/W3004944294","https://openalex.org/W3043558504","https://openalex.org/W3088157974","https://openalex.org/W3088228476","https://openalex.org/W3094402648","https://openalex.org/W3097896433","https://openalex.org/W3100791192","https://openalex.org/W3113921351","https://openalex.org/W3129005378","https://openalex.org/W3210460527","https://openalex.org/W3215281442","https://openalex.org/W3216866735","https://openalex.org/W4205209477","https://openalex.org/W4206026275","https://openalex.org/W4210623586","https://openalex.org/W4290991003","https://openalex.org/W4292259010","https://openalex.org/W4293195584","https://openalex.org/W4312517346","https://openalex.org/W4312880127","https://openalex.org/W4323042646","https://openalex.org/W4328028973","https://openalex.org/W4361802445","https://openalex.org/W4379415671","https://openalex.org/W4382317780","https://openalex.org/W4382998379","https://openalex.org/W4385562623","https://openalex.org/W4385568020","https://openalex.org/W4385948668","https://openalex.org/W4386432114","https://openalex.org/W4386869526","https://openalex.org/W4387195417","https://openalex.org/W4387848978","https://openalex.org/W4390100479","https://openalex.org/W4390872297","https://openalex.org/W4391095305","https://openalex.org/W4391987728","https://openalex.org/W4392207741","https://openalex.org/W4396782830","https://openalex.org/W4396796620","https://openalex.org/W4399140776","https://openalex.org/W4399324319","https://openalex.org/W4399605312","https://openalex.org/W4400573541","https://openalex.org/W4401023459","https://openalex.org/W4401023564","https://openalex.org/W4401536611","https://openalex.org/W4401857602","https://openalex.org/W4401863702","https://openalex.org/W4401863760"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Mobile":[0,116],"traffic":[1,101,117,176],"forecasting":[2,102,118,124,200,228],"allows":[3],"operators":[4,56],"to":[5,121,135,153,156,170,243],"anticipate":[6],"network":[7,50,62,137],"dynamics":[8],"and":[9,20,33,64,87,92,129,139,145,163,177,202,214,221,260],"performance":[10],"in":[11,198,216,253,257],"advance,":[12],"offering":[13],"substantial":[14],"potential":[15],"for":[16,84,100,115],"enhancing":[17],"service":[18],"quality":[19],"improving":[21,181],"user":[22],"experience.":[23],"It":[24,205],"involves":[25],"multiple":[26,133],"tasks,":[27,55,162,223],"including":[28],"long-term":[29,217],"prediction,":[30,32,218,220],"short-term":[31,219],"generation":[34,131,222],"tasks":[35,86,125,201],"that":[36,193],"do":[37],"not":[38],"rely":[39],"on":[40,188,233],"historical":[41],"data.":[42],"By":[43],"leveraging":[44,238],"the":[45,172,239],"different":[46,104,161],"types":[47],"of":[48,61,97,126,160,211],"mobile":[49,175,241],"data":[51,242],"generated":[52],"from":[53],"these":[54],"can":[57],"perform":[58],"a":[59,95,112,164,254],"variety":[60],"optimizations":[63],"planning":[65,138],"activities,":[66],"such":[67],"as":[68],"base":[69],"station":[70],"(BS)":[71],"deployment,":[72,251],"resource":[73],"allocation,":[74],"energy":[75],"optimization,":[76],"etc.":[77],"However,":[78],"existing":[79],"models":[80,99,144,197],"are":[81,151],"often":[82],"designed":[83],"specific":[85],"trained":[88],"with":[89],"specialized":[90],"data,":[91],"there":[93],"is":[94,168,273],"lack":[96],"universal":[98],"across":[103,132],"urban":[105,178],"environments.":[106],"In":[107],"this":[108],"paper,":[109],"we":[110],"propose":[111],"Universal":[113],"model":[114],"(UoMo),":[119],"aiming":[120],"handle":[122],"diverse":[123],"short/long-term":[127],"predictions":[128],"distribution":[130],"cities":[134],"support":[136],"optimization.":[140],"UoMo":[141,155,194,232],"combines":[142],"diffusion":[143],"transformers,":[146],"where":[147],"various":[148,199],"spatio-temporal":[149],"masks":[150],"proposed":[152],"enable":[154],"learn":[157],"intrinsic":[158],"features":[159],"contrastive":[165],"learning":[166,184],"strategy":[167],"developed":[169],"capture":[171],"correlations":[173],"between":[174],"contexts,":[179],"thereby":[180],"its":[182,226],"transfer":[183],"capability.":[185,229],"Extensive":[186],"evaluations":[187],"9":[189],"real-world":[190],"datasets":[191],"demonstrate":[192],"outperforms":[195],"current":[196],"zero/few-shot":[203],"learning.":[204],"shows":[206],"an":[207],"average":[208],"accuracy":[209],"improvement":[210],"27.85%,":[212],"18.57%,":[213],"15.6%":[215],"respectively,":[224],"showcasing":[225],"strong":[227],"We":[230],"deploy":[231],"China":[234],"Mobile's":[235],"JiuTian":[236],"platform,":[237],"predicted":[240],"optimize":[244],"live":[245],"networks.":[246],"This":[247],"optimization":[248],"includes":[249],"BS":[250,261],"resulting":[252],"25.3%":[255],"increase":[256],"served":[258],"users,":[259],"sleep":[262],"control,":[263],"which":[264],"reduces":[265],"equipment":[266],"depreciation":[267],"by":[268],"40.7%.":[269],"The":[270],"source":[271],"code":[272],"available":[274],"online:":[275],"https://github.com/tsinghua-fib-lab/UoMo.":[276]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}