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Tabular data synthesis is crucial for addressing privacy and security concerns in industries reliant on tabular data.
Aligning books and movies: Towards story-like visual explanations by watching movies and reading books
Y. Zhu, R. Kiros, R. Zemel, R. Salakhutdinov, R. Urtasun, A. Torralba, and S. Fidler · 2015
Earlier work this paper cites.
synthpop: Bespoke creation of synthetic data in r
B. Nowok, G. M. Raab, and C. Dibben · 2016
Earlier work this paper cites.
Privbayes: Private data release via bayesian networks
J. Zhang, G. Cormode, C. M. Procopiuc, D. Srivastava, and X. Xiao · 2017
Earlier work this paper cites.
Generating synthetic but plausible healthcare record datasets
L. Aviñó, M. Ruffini, and R. Gavaldà · 2018
Earlier work this paper cites.
Language models are unsupervised multitask learners
A. Radford, J. Wu, R. Child, D. Luan, D. Amodei, and I. Sutskever · 2019
Earlier work this paper cites.
Modeling tabular data using conditional gan
L. Xu, M. Skoularidou, A. Cuesta-Infante, and K. Veeramachaneni · 2019
Cited alongside, same era.
Invertible tabular gans: Killing two birds with one stone for tabular data synthesis
J. Lee, J. Hyeong, J. Jeon, N. Park, and J. Cho · 2021
Cited alongside, same era.
Ctab-gan: Effective table data synthesizing
Z. Zhao, A. Kunar, R. Birke, and L. Y. Chen · 2021
Cited alongside, same era.
Sos: Score-based oversampling for tabular data
J. Kim, C. Lee, Y. Shin, S. Park, M. Kim, N. Park, and J. Cho · 2022
Cited alongside, same era.
Copulas, 2022
T. S. D. V. Project · 2022
Cited alongside, same era.
Ctab-gan+: Enhancing tabular data synthesis
Z. Zhao, A. Kunar, R. Birke, and L. Y. Chen · 2022
Later among the works it cites.
Permutation-invariant tabular data synthesis
Y. Zhu, Z. Zhao, R. Birke, and L. Y. Chen · 2022
Later among the works it cites.
Language models are realistic tabular data generators
V. Borisov, K. Sessler, T. Leemann, M. Pawelczyk, and G. Kasneci · 2023
Closest in time.
Tabddpm: Modelling tabular data with diffusion models
A. Kotelnikov, D. Baranchuk, I. Rubachev, and A. Babenko · 2023
Closest in time.
Realtabformer: Generating realistic relational and tabular data using transformers
A. V. Solatorio and O. Dupriez · 2023
Closest in time.
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