{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,8]],"date-time":"2026-03-08T01:53:05Z","timestamp":1772934785275,"version":"3.50.1"},"reference-count":26,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T00:00:00Z","timestamp":1765152000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T00:00:00Z","timestamp":1765152000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100006447","name":"University of Z\u00fcrich UZH, Switzerland","doi-asserted-by":"publisher","award":["101095387"],"award-info":[{"award-number":["101095387"]}],"id":[{"id":"10.13039\/501100006447","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,8]]},"DOI":"10.1109\/bigdata66926.2025.11402216","type":"proceedings-article","created":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T20:57:57Z","timestamp":1772830677000},"page":"2970-2979","source":"Crossref","is-referenced-by-count":0,"title":["DPT-DDPM: A Denoising Diffusion Probabilistic Model for Tabular Data With Differential Privacy Enhancement"],"prefix":"10.1109","author":[{"given":"Weijie","family":"Niu","sequence":"first","affiliation":[{"name":"University of Zurich UZH,Communication Systems Group CSG,Department of Informatics,Zürich,Switzerland,CH-8050"}]},{"given":"Shiyu","family":"Ran","sequence":"additional","affiliation":[{"name":"University of Zurich UZH,Communication Systems Group CSG,Department of Informatics,Zürich,Switzerland,CH-8050"}]},{"given":"Alberto Huertas","family":"Celdran","sequence":"additional","affiliation":[{"name":"University of Murcia,Department of Information and Communications Engineering,Spain"}]},{"given":"Burkhard","family":"Stiller","sequence":"additional","affiliation":[{"name":"University of Zurich UZH,Communication Systems Group CSG,Department of Informatics,Zürich,Switzerland,CH-8050"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"ref2","article-title":"Temporal data meets 11 m -explainable financial time series forecasting","author":"Yu","year":"2023","journal-title":"arXiv preprint"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.47709\/ijmdsa.v3i3.4546"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3711118"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-62328-8"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICITR51448.2020.9310884"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/icde.2007.367856"},{"key":"ref8","article-title":"Machine learning for synthetic data generation: a review","author":"Lu","year":"2023","journal-title":"arXiv preprint"},{"key":"ref9","first-page":"17564","article-title":"Tabddpm: Modelling tabular data with diffusion models","volume-title":"International Conference on Machine Learning","author":"Kotelnikov","year":"2023"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CSR64739.2025.11130155"},{"key":"ref11","first-page":"18932","article-title":"Revisiting deep learning models for tabular data","volume":"34","author":"Gorishniy","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref12","article-title":"Modeling tabular data using conditional gan","volume":"32","author":"Xu","year":"2019","journal-title":"Advances in neural information processing systems"},{"key":"ref13","first-page":"97","article-title":"Ctab-gan: Effective table data synthesizing","volume-title":"Asian Conference on Machine Learning","author":"Zhao","year":"2021"},{"key":"ref14","first-page":"68406851","article-title":"Denoising diffusion probabilistic models","volume":"33","author":"Ho","year":"2020","journal-title":"Advances in neural information processing systems"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2024.112223"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/320544.320546"},{"key":"ref17","volume-title":"An investigation of categorical variable encoding techniques in machine learning: binary versus one-hot and feature hashing","author":"Seger","year":"2018"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.3389\/fdata.2023.1296508"},{"key":"ref19","first-page":"9317","article-title":"Differentially private stochastic optimization: New results in convex and non-convex settings","volume":"34","author":"Bassily","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref20","author":"Dhariwal","year":"2021","journal-title":"Diffusion Models Beat GANs on Image Synthesis"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3626235"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.5220\/0013383700003899"},{"key":"ref23","article-title":"Opacus: User-friendly differential privacy library in pytorch","author":"Yousefpour","year":"2021","journal-title":"arXiv preprint"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330701"},{"key":"ref25","article-title":"Catboost: unbiased boosting with categorical features","volume":"31","author":"Prokhorenkova","year":"2018","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"}],"event":{"name":"2025 IEEE International Conference on Big Data (BigData)","location":"Macau, China","start":{"date-parts":[[2025,12,8]]},"end":{"date-parts":[[2025,12,11]]}},"container-title":["2025 IEEE International Conference on Big Data (BigData)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11400704\/11400712\/11402216.pdf?arnumber=11402216","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T07:17:01Z","timestamp":1772867821000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11402216\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,8]]},"references-count":26,"URL":"https:\/\/doi.org\/10.1109\/bigdata66926.2025.11402216","relation":{},"subject":[],"published":{"date-parts":[[2025,12,8]]}}}