{"id":"https://openalex.org/W4401325799","doi":"https://doi.org/10.1109/tmc.2024.3438285","title":"On Forecasting-Oriented Time Series Transmission: A Federated Semantic Communication System","display_name":"On Forecasting-Oriented Time Series Transmission: A Federated Semantic Communication System","publication_year":2024,"publication_date":"2024-08-05","ids":{"openalex":"https://openalex.org/W4401325799","doi":"https://doi.org/10.1109/tmc.2024.3438285"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3438285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3438285","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer 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 Mobile Computing","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/A5025639696","display_name":"Bowen Zhao","orcid":"https://orcid.org/0000-0003-0752-1047"},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bowen Zhao","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","Tangshan Institute of Southwest Jiaotong University, Tangshan, China"],"raw_orcid":"https://orcid.org/0000-0003-0752-1047","affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","institution_ids":[]},{"raw_affiliation_string":"Tangshan Institute of Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007865788","display_name":"Huanlai Xing","orcid":"https://orcid.org/0000-0002-6345-7265"},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanlai Xing","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","Tangshan Institute of Southwest Jiaotong University, Tangshan, China"],"raw_orcid":"https://orcid.org/0000-0002-6345-7265","affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","institution_ids":[]},{"raw_affiliation_string":"Tangshan Institute of Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061307388","display_name":"Lexi Xu","orcid":"https://orcid.org/0000-0003-4338-7252"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lexi Xu","raw_affiliation_strings":["Research Institute, China United Network Communications Corporation, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4338-7252","affiliations":[{"raw_affiliation_string":"Research Institute, China United Network Communications Corporation, Beijing, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107952424","display_name":"Yang Li","orcid":"https://orcid.org/0009-0004-3740-097X"},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Li","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","Tangshan Institute of Southwest Jiaotong University, Tangshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","institution_ids":[]},{"raw_affiliation_string":"Tangshan Institute of Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101353023","display_name":"Li Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Feng","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","Tangshan Institute of Southwest Jiaotong University, Tangshan, China","Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute of Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]},{"raw_affiliation_string":"Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080067958","display_name":"Jincheng Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jincheng Peng","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","Tangshan Institute of Southwest Jiaotong University, Tangshan, China","Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China"],"raw_orcid":"https://orcid.org/0009-0007-2262-6580","affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute of Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]},{"raw_affiliation_string":"Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050203956","display_name":"Zhiwen Xiao","orcid":"https://orcid.org/0000-0001-9651-111X"},"institutions":[{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]},{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Xiao","raw_affiliation_strings":["School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","Tangshan Institute of Southwest Jiaotong University, Tangshan, China","Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-9651-111X","affiliations":[{"raw_affiliation_string":"School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]},{"raw_affiliation_string":"Tangshan Institute of Southwest Jiaotong University, Tangshan, China","institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"]},{"raw_affiliation_string":"Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5025639696"],"corresponding_institution_ids":["https://openalex.org/I154341788","https://openalex.org/I4800084"],"apc_list":null,"apc_paid":null,"fwci":1.9729,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.87038117,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"23","issue":"12","first_page":"13728","last_page":"13744"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9646999835968018,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9646999835968018,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T13062","display_name":"Cognitive Computing and Networks","score":0.9585000276565552,"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/T10320","display_name":"Neural Networks and Applications","score":0.9419000148773193,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8667817115783691},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5395040512084961},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5039369463920593},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.47034528851509094},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.37719404697418213},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3308505415916443},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2901763916015625},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1068580150604248}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8667817115783691},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5395040512084961},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5039369463920593},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.47034528851509094},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.37719404697418213},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3308505415916443},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2901763916015625},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1068580150604248},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3438285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3438285","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer 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 Mobile Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1364873968","display_name":null,"funder_award_id":"2023NSFSC0459","funder_id":"https://openalex.org/F4320329861","funder_display_name":"Natural Science Foundation of Sichuan Province"},{"id":"https://openalex.org/G1865495194","display_name":null,"funder_award_id":"F2022105027","funder_id":"https://openalex.org/F4320322163","funder_display_name":"Natural Science Foundation of Hebei Province"},{"id":"https://openalex.org/G3389965120","display_name":null,"funder_award_id":"2022NSFSC0568","funder_id":"https://openalex.org/F4320329861","funder_display_name":"Natural Science Foundation of Sichuan Province"},{"id":"https://openalex.org/G4794562541","display_name":null,"funder_award_id":"2022NSFSC0944","funder_id":"https://openalex.org/F4320329861","funder_display_name":"Natural Science Foundation of Sichuan Province"},{"id":"https://openalex.org/G5031340677","display_name":null,"funder_award_id":"62172342","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5047865717","display_name":null,"funder_award_id":"62202392","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/F4320322163","display_name":"Natural Science Foundation of Hebei Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329861","display_name":"Natural Science Foundation of Sichuan Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1848484919","https://openalex.org/W2963650574","https://openalex.org/W3044515030","https://openalex.org/W3088084782","https://openalex.org/W3094502228","https://openalex.org/W3104419102","https://openalex.org/W3105324058","https://openalex.org/W3113050802","https://openalex.org/W3120795858","https://openalex.org/W3177318507","https://openalex.org/W3191604281","https://openalex.org/W3197326271","https://openalex.org/W3198674676","https://openalex.org/W3204468048","https://openalex.org/W4200631596","https://openalex.org/W4225161501","https://openalex.org/W4225576041","https://openalex.org/W4226115138","https://openalex.org/W4283815817","https://openalex.org/W4285047747","https://openalex.org/W4285170564","https://openalex.org/W4285742007","https://openalex.org/W4295046676","https://openalex.org/W4306317392","https://openalex.org/W4308327972","https://openalex.org/W4312313611","https://openalex.org/W4312539815","https://openalex.org/W4313350185","https://openalex.org/W4315630065","https://openalex.org/W4318586293","https://openalex.org/W4319302797","https://openalex.org/W4362689817","https://openalex.org/W4366957234","https://openalex.org/W4377000595","https://openalex.org/W4380303575","https://openalex.org/W4382203079","https://openalex.org/W4385819926","https://openalex.org/W4385819970","https://openalex.org/W4386453479","https://openalex.org/W4387441444","https://openalex.org/W4390722043","https://openalex.org/W4393371816","https://openalex.org/W4396535305","https://openalex.org/W4399801129","https://openalex.org/W6728757088","https://openalex.org/W6759238902","https://openalex.org/W6773817997","https://openalex.org/W6789305514","https://openalex.org/W6797155008","https://openalex.org/W6801356198","https://openalex.org/W6810638590","https://openalex.org/W6845625448","https://openalex.org/W6846825190","https://openalex.org/W7028611299"],"related_works":["https://openalex.org/W1919101720","https://openalex.org/W4390822878","https://openalex.org/W96888382","https://openalex.org/W4386126592","https://openalex.org/W2041308758","https://openalex.org/W4392529072","https://openalex.org/W2119012848","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W1990205660"],"abstract_inverted_index":{"Time":[0],"series":[1,78,124,227],"data":[2,21,50,85],"widely":[3],"exist":[4],"in":[5,28,231],"public":[6,170],"services,":[7],"industrial":[8],"environments,":[9],"and":[10,34,51,92,127,146,169,206],"military":[11],"applications.":[12],"Traditionally,":[13],"the":[14,93,108,119,139,199,232],"transmission":[15,79,141],"of":[16,20,83,154],"a":[17,41,68,114,151],"huge":[18],"volume":[19],"for":[22,43,75,103],"analytic":[23],"tasks":[24],"poses":[25],"challenges,":[26],"particularly":[27,230],"mobile":[29],"environments":[30],"with":[31],"limited":[32],"computing":[33],"communication":[35,38,72],"resources.":[36],"Semantic":[37],"emerges":[39],"as":[40],"solution":[42],"intelligently":[44],"extracting":[45],"various":[46],"features":[47,176],"from":[48,87,135,177],"source":[49,84],"efficiently":[52],"transmitting":[53],"task-related":[54],"information":[55,96],"to":[56,99],"receivers,":[57],"thereby":[58],"reducing":[59],"bandwidth":[60],"consumption":[61],"significantly.":[62],"In":[63],"this":[64],"paper,":[65],"we":[66,112,149],"introduce":[67],"novel":[69],"federated":[70],"semantic":[71,95,109,208],"system":[73,201,216],"tailored":[74],"forecasting-oriented":[76],"time":[77,123,226],"tasks.":[80],"The":[81,215],"correlation":[82],"collected":[86,179],"terminal":[88],"devices":[89],"is":[90,97],"mined":[91],"corresponding":[94],"transmitted":[98],"an":[100],"edge":[101],"server":[102],"collaborative":[104,147],"inference.":[105],"To":[106],"optimize":[107],"analysis":[110,193],"process,":[111],"devise":[113],"deep":[115],"decomposition":[116],"block":[117],"at":[118],"transmitter":[120],"side,":[121],"decomposing":[122],"into":[125,167],"trend":[126],"multiple":[128],"period":[129,155,163],"components.":[130],"This":[131],"reduces":[132],"noise":[133],"interference":[134],"wireless":[136],"channels,":[137],"enhancing":[138,191],"overall":[140],"quality.":[142],"For":[143],"effective":[144],"training":[145],"inference,":[148],"propose":[150],"Federated":[152],"Mixture":[153],"Routers":[156],"(FedMoR)":[157],"architecture.":[158],"Within":[159],"each":[160],"channel":[161],"encoder,":[162],"routers":[164,173,185],"are":[165],"divided":[166],"private":[168],"ones.":[171],"Private":[172],"extract":[174],"specialized":[175],"individually":[178],"data,":[180],"mitigating":[181],"accuracy":[182],"degradation.":[183],"Public":[184],"share":[186],"knowledge":[187],"across":[188],"all":[189],"transmitters,":[190],"temporal":[192],"robustness.":[194],"Simulation":[195],"results":[196],"demonstrate":[197],"that":[198],"proposed":[200],"outperforms":[202],"two":[203,207],"traditional":[204],"technique-based":[205],"communication-based":[209],"baselines":[210],"under":[211],"three":[212],"common":[213],"channels.":[214],"achieves":[217],"low":[218,233],"mean":[219],"square":[220],"errors":[221],"on":[222],"five":[223],"widely-used":[224],"real-world":[225],"forecasting":[228],"datasets,":[229],"signal-to-noise":[234],"ratio":[235],"regime.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
