{"id":"https://openalex.org/W4391941743","doi":"https://doi.org/10.1109/tai.2024.3365775","title":"Dynamic Long-Term Time-Series Forecasting via Meta Transformer Networks","display_name":"Dynamic Long-Term Time-Series Forecasting via Meta Transformer Networks","publication_year":2024,"publication_date":"2024-02-19","ids":{"openalex":"https://openalex.org/W4391941743","doi":"https://doi.org/10.1109/tai.2024.3365775"},"language":"en","primary_location":{"id":"doi:10.1109/tai.2024.3365775","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2024.3365775","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"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 Transactions on Artificial Intelligence","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/A5048298559","display_name":"M. Anwar Ma\u2019sum","orcid":"https://orcid.org/0000-0002-9251-7781"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Muhammad Anwar Ma'sum","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9251-7781","affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065245415","display_name":"Md Rasel Sarkar","orcid":"https://orcid.org/0000-0003-0516-8593"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"MD Rasel Sarkar","raw_affiliation_strings":["SEIT, University of New South Wales, Canberra, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-0516-8593","affiliations":[{"raw_affiliation_string":"SEIT, University of New South Wales, Canberra, NSW, Australia","institution_ids":["https://openalex.org/I188329596","https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036928886","display_name":"Mahardhika Pratama","orcid":"https://orcid.org/0000-0001-6531-5087"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mahardhika Pratama","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6531-5087","affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019720185","display_name":"Savitha Ramasamy","orcid":"https://orcid.org/0000-0003-1534-2989"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Savitha Ramasamy","raw_affiliation_strings":["I2R, A&#x002A;Star, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-1534-2989","affiliations":[{"raw_affiliation_string":"I2R, A&#x002A;Star, Singapore","institution_ids":["https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032529996","display_name":"Sreenatha G. Anavatti","orcid":"https://orcid.org/0000-0002-4754-8191"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sreenatha Anavatti","raw_affiliation_strings":["SEIT, University of New South Wales, Canberra, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4754-8191","affiliations":[{"raw_affiliation_string":"SEIT, University of New South Wales, Canberra, NSW, Australia","institution_ids":["https://openalex.org/I188329596","https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100383342","display_name":"Lin Liu","orcid":"https://orcid.org/0000-0003-2843-5738"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lin Liu","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2843-5738","affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100709492","display_name":"H. Habibullah","orcid":"https://orcid.org/0000-0002-9542-9525"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Habibullah Habibullah","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9542-9525","affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024220409","display_name":"Ryszard Kowalczyk","orcid":"https://orcid.org/0000-0003-0937-4028"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]},{"id":"https://openalex.org/I66083562","display_name":"Systems Research Institute","ror":"https://ror.org/0111cp837","country_code":"PL","type":"facility","lineage":["https://openalex.org/I66083562","https://openalex.org/I99542240"]}],"countries":["AU","PL"],"is_corresponding":false,"raw_author_name":"Ryszard Kowalczyk","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia","System Research Institute, Polish Academy of Science, Poland"],"raw_orcid":"https://orcid.org/0000-0003-0937-4028","affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"System Research Institute, Polish Academy of Science, Poland","institution_ids":["https://openalex.org/I66083562"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2069,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.76258078,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"5","issue":"8","first_page":"4258","last_page":"4268"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9710999727249146,"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":0.9710999727249146,"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/T10320","display_name":"Neural Networks and Applications","score":0.9538999795913696,"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/term","display_name":"Term (time)","score":0.6434178948402405},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5637356638908386},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.48208338022232056},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.47355642914772034},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.41271230578422546},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.33284008502960205},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.20484024286270142},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.18172433972358704},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1479274034500122},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10453620553016663},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.06583186984062195},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.060264915227890015},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.05353686213493347}],"concepts":[{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6434178948402405},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5637356638908386},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.48208338022232056},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.47355642914772034},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.41271230578422546},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.33284008502960205},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.20484024286270142},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.18172433972358704},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1479274034500122},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10453620553016663},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.06583186984062195},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.060264915227890015},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.05353686213493347},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tai.2024.3365775","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2024.3365775","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"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 Transactions on Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:urm_publish:9916831630701831","is_oa":false,"landing_page_url":"https://find.library.unisa.edu.au/discovery/fulldisplay/alma9916831630701831/61USOUTHAUS_INST:ROR","pdf_url":null,"source":{"id":"https://openalex.org/S4306402528","display_name":"UniSA Research Outputs Repository (University of South Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I170239107","host_organization_name":"University of South Australia","host_organization_lineage":["https://openalex.org/I170239107"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2099419573","https://openalex.org/W2604763608","https://openalex.org/W2604847698","https://openalex.org/W2607045400","https://openalex.org/W2613328025","https://openalex.org/W2615799874","https://openalex.org/W2760103357","https://openalex.org/W2773625660","https://openalex.org/W2777265487","https://openalex.org/W2792764867","https://openalex.org/W2798058877","https://openalex.org/W2898036135","https://openalex.org/W2954731415","https://openalex.org/W2963532813","https://openalex.org/W2963739929","https://openalex.org/W2971808011","https://openalex.org/W2986043108","https://openalex.org/W3004084553","https://openalex.org/W3036139671","https://openalex.org/W3094953545","https://openalex.org/W3155217306","https://openalex.org/W3177318507","https://openalex.org/W3188872815","https://openalex.org/W3190152617","https://openalex.org/W3199342215","https://openalex.org/W3209387005","https://openalex.org/W4225494949","https://openalex.org/W4290877088","https://openalex.org/W4295838474","https://openalex.org/W4302438404","https://openalex.org/W4382203079","https://openalex.org/W4385245566","https://openalex.org/W6684408796","https://openalex.org/W6735826779","https://openalex.org/W6736057607","https://openalex.org/W6739901393","https://openalex.org/W6746729860","https://openalex.org/W6749825310","https://openalex.org/W6754779804","https://openalex.org/W6764679822","https://openalex.org/W6771626834","https://openalex.org/W6780012728","https://openalex.org/W6791742336","https://openalex.org/W6797155008","https://openalex.org/W6802312230","https://openalex.org/W6810637551"],"related_works":["https://openalex.org/W42295635","https://openalex.org/W1973996291","https://openalex.org/W1919101720","https://openalex.org/W2330575325","https://openalex.org/W2163803519","https://openalex.org/W2497592525","https://openalex.org/W3096145648","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W1990205660"],"abstract_inverted_index":{"A":[0,72],"reliable":[1],"long-term":[2,41],"time-series":[3,42],"forecaster":[4],"is":[5],"highly":[6],"demanded":[7],"in":[8,140],"practice":[9],"but":[10],"comes":[11],"across":[12],"many":[13],"challenges":[14],"such":[15],"as":[16,22,24],"low":[17],"computational":[18],"and":[19,52,130],"memory":[20],"footprints":[21],"well":[23],"robustness":[25],"against":[26],"dynamic":[27,40,84],"learning":[28],"environments.":[29],"This":[30],"paper":[31],"proposes":[32],"Meta-Transformer":[33],"Networks":[34],"(MANTRA)":[35],"to":[36,70,78,83],"deal":[37],"with":[38,97,108,118],"the":[39,48,89,113,124],"forecasting":[43],"tasks.":[44],"MANTRA":[45,136],"relies":[46],"on":[47],"concept":[49],"of":[50,58,64,101,115,135],"fast":[51,59,79],"slow":[53,73],"learners":[54,60],"where":[55],"a":[56,98],"collection":[57],"learns":[61],"different":[62,109],"aspects":[63],"data":[65],"distributions":[66],"while":[67],"adapting":[68],"quickly":[69],"changes.":[71],"learner":[74],"tailors":[75],"suitable":[76],"representations":[77,96],"learners.":[80],"Fast":[81],"adaptations":[82],"environments":[85],"are":[86,137],"achieved":[87],"using":[88,105],"universal":[90],"representation":[91],"transformer":[92],"layers":[93],"producing":[94],"task-adapted":[95],"small":[99],"number":[100],"parameters.":[102],"Our":[103],"experiments":[104],"four":[106],"datasets":[107],"prediction":[110],"lengths":[111],"demonstrate":[112],"advantage":[114],"our":[116],"approach":[117],"at":[119],"least":[120],"3%":[121],"improvements":[122],"over":[123],"baseline":[125],"algorithms":[126],"for":[127],"both":[128],"multivariate":[129],"univariate":[131],"settings.":[132],"Source":[133],"codes":[134],"publicly":[138],"available":[139],"<uri":[141],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[142],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/anwarmaxsum/MANTRA</uri>":[143],".":[144]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2024-02-20T00:00:00"}
