{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T07:11:39Z","timestamp":1771657899859,"version":"3.50.1"},"reference-count":35,"publisher":"Zhejiang University Press","issue":"10","license":[{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Front Inform Technol Electron Eng"],"published-print":{"date-parts":[[2025,10]]},"DOI":"10.1631\/fitee.2500169","type":"journal-article","created":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T01:03:36Z","timestamp":1763341416000},"page":"1984-1999","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["MltAuxTSPP: a unified benchmark for deep learning-based traffic state prediction with multi-source auxiliary data","MltAuxTSPP: \u4e00\u4e2a\u878d\u5408\u591a\u6e90\u8f85\u52a9\u6570\u636e\u7684\u4ea4\u901a\u9884\u6d4b\u6df1\u5ea6\u5b66\u4e60\u7edf\u4e00\u57fa\u51c6\u6846\u67b6"],"prefix":"10.1631","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-4475-623X","authenticated-orcid":false,"given":"Yusong","family":"Zhou","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoyu","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shu","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4761-3969","authenticated-orcid":false,"given":"Xinmin","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuanqiu","family":"Mo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhihuan","family":"Song","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"635","published-online":{"date-parts":[[2025,11,17]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330701"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/bts707"},{"key":"ref3","author":"B\u0105czek","year":"2024","journal-title":"TSPP: a unified benchmarking tool for time-series forecasting"},{"key":"ref4","author":"Bai","year":"2025","journal-title":"T-Graphormer: using Transformers for spatiotemporal forecasting"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1285"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-98812-2_36"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s11280-020-00800-3"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467430"},{"key":"ref9","year":"2024","journal-title":"How Do Weather Events Affect Roads?"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.3301922"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/access.2021.3071174"},{"key":"ref13","author":"Li","year":"2018","journal-title":"Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijforecast.2021.03.012"},{"issue":"3","key":"ref15","first-page":"82","article-title":"A summary of traffic flow forecasting methods","volume":"21","author":"Liu","year":"2004","journal-title":"J Highway Transport Res Dev"},{"key":"ref16","first-page":"75354","article-title":"LargeST: a benchmark dataset for large-scale traffic forecasting","author":"Liu","year":"2023","journal-title":"Proc 37th Int Conf on Neural Information Processing Systems"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0119044"},{"key":"ref18","year":"2019","journal-title":"Hydra-a Framework for Elegantly Configuring Complex Applications"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2018.07.004"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1126\/science.1205438"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/tkde.2024.3484454"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2022.103921"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i01.5438"},{"key":"ref24","first-page":"3104","article-title":"Sequence to sequence learning with neural networks","author":"Sutskever","year":"2014","journal-title":"Proc 27th Int Conf on Neural Information Processing Systems"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.treng.2020.100025"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3474717.3483923"},{"key":"ref28","author":"Wu","year":"2023","journal-title":"TimesNet: temporal 2D-variation modeling for general time series analysis"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2019\/264"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/9628957"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2018\/505"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/tits.2019.2935152"},{"key":"ref33","author":"Zheng","year":"2025","journal-title":"A comparative study of deep learning and ensemble learning to extend the horizon of traffic forecasting"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i12.17325"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/tits.2018.2815678"}],"container-title":["Frontiers of Information Technology & Electronic Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2500169.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1631\/FITEE.2500169\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2500169.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T06:40:59Z","timestamp":1771656059000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1631\/FITEE.2500169"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10]]},"references-count":35,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2025,10]]}},"alternative-id":["2113"],"URL":"https:\/\/doi.org\/10.1631\/fitee.2500169","relation":{},"ISSN":["2095-9184","2095-9230"],"issn-type":[{"value":"2095-9184","type":"print"},{"value":"2095-9230","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10]]},"assertion":[{"value":"17 March 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 August 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 November 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"All the authors declare that they have no conflict of interest.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}