{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T19:03:38Z","timestamp":1772910218228,"version":"3.50.1"},"reference-count":30,"publisher":"IEEE","license":[{"start":{"date-parts":[[2023,12,15]],"date-time":"2023-12-15T00:00:00Z","timestamp":1702598400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,12,15]],"date-time":"2023-12-15T00:00:00Z","timestamp":1702598400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,12,15]]},"DOI":"10.1109\/bigdata59044.2023.10386463","type":"proceedings-article","created":{"date-parts":[[2024,1,22]],"date-time":"2024-01-22T18:28:47Z","timestamp":1705948127000},"page":"608-615","source":"Crossref","is-referenced-by-count":4,"title":["Difforecast: Image Generation Based Highway Traffic Forecasting with Diffusion Model"],"prefix":"10.1109","author":[{"given":"Pengnan","family":"Chi","sequence":"first","affiliation":[{"name":"KTH Royal Institute of Technology,ITS lab,Department of Civil and Architectural Engineering,Brinellvägen 23,Stockholm,Sweden,10044"}]},{"given":"Xiaoliang","family":"Ma","sequence":"additional","affiliation":[{"name":"KTH Royal Institute of Technology,ITS lab,Department of Civil and Architectural Engineering,Brinellvägen 23,Stockholm,Sweden,10044"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Diffusion convolutional recurrent neural network: Data-driven traffic forecasting","author":"Li","year":"2017","journal-title":"arXiv preprint arXiv:1707.01926"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2019\/264"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ITSC.2019.8917509"},{"key":"ref4","article-title":"Attention is all you need","volume":"30","author":"Vaswani","year":"2017","journal-title":"Advances in neural information processing systems"},{"key":"ref5","article-title":"An image is worth 16x16 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2020","journal-title":"arXiv preprint arXiv:2010.11929"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00387"},{"key":"ref7","first-page":"2256","article-title":"Deep unsupervised learning using nonequilibrium thermodynamics","volume-title":"International conference on machine learning","author":"Sohl-Dickstein"},{"key":"ref8","first-page":"8780","article-title":"Diffusion models beat gans on image synthesis","volume":"34","author":"Dhariwal","year":"2021","journal-title":"Advances in neural information processing systems"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01042"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-947X(2003)129:6(664)"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICCIS.2010.70"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2014.2371993"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/YAC.2016.7804912"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1049\/iet-its.2016.0208"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2935504"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2019.2935152"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403118"},{"key":"ref18","first-page":"17766","article-title":"Spectral temporal graph neural network for multivariate time-series forecasting","volume":"33","author":"Cao","year":"2020","journal-title":"Advances in neural information processing systems"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/MITS.2018.2842249"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2022.3148358"},{"key":"ref21","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume":"33","author":"Ho","year":"2020","journal-title":"Advances in neural information processing systems"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3511808.3557702"},{"key":"ref23","first-page":"23495","article-title":"Inception transformer","volume":"35","author":"Si","year":"2022","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref24","article-title":"Wavenet: A generative model for raw audio","author":"Oord","year":"2016","journal-title":"arXiv preprint arXiv:1609.03499"},{"key":"ref25","article-title":"Conditional image generation with pixelcnn decoders","volume":"29","author":"Van den Oord","year":"2016","journal-title":"Advances in neural information processing systems"},{"key":"ref26","first-page":"8162","article-title":"Improved denoising diffusion probabilistic models","volume-title":"International Conference on Machine Learning","author":"Nichol"},{"key":"ref27","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2014","journal-title":"arXiv preprint arXiv:1412.6980"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref29","article-title":"Sequence to sequence learning with neural networks","volume":"27","author":"Sutskever","year":"2014","journal-title":"Advances in neural information processing systems"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2023.10.842"}],"event":{"name":"2023 IEEE International Conference on Big Data (BigData)","location":"Sorrento, Italy","start":{"date-parts":[[2023,12,15]]},"end":{"date-parts":[[2023,12,18]]}},"container-title":["2023 IEEE International Conference on Big Data (BigData)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10385234\/10386078\/10386463.pdf?arnumber=10386463","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,1]],"date-time":"2024-02-01T01:56:45Z","timestamp":1706752605000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10386463\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,15]]},"references-count":30,"URL":"https:\/\/doi.org\/10.1109\/bigdata59044.2023.10386463","relation":{},"subject":[],"published":{"date-parts":[[2023,12,15]]}}}