Fetching the paper…
Reading the bibliography…
Tabular data synthesis using diffusion models has gained significant attention for its potential to balance data utility and privacy.
Deep Unsupervised Learning Using Nonequilibrium Thermodynamics
J. Sohl-Dickstein, E. Weiss, N. Maheswaranathan, and S. Ganguli · 2015
Earlier work this paper cites.
Membership inference attacks against machine learning models
R. Shokri, M. Stronati, C. Song, and V. Shmatikov · 2017
Earlier work this paper cites.
Generating synthetic data in finance: opportunities, challenges and pitfalls
S. A. Assefa, D. Dervovic, M. Mahfouz, R. E. Tillman, P. Reddy, and M. Veloso · 2020
Earlier work this paper cites.
Denoising Diffusion Probabilistic Models
J. Ho, A. Jain, and P. Abbeel · 2020
Earlier work this paper cites.
Ctab-gan: Effective table data synthesizing
Z. Zhao, A. Kunar, R. Birke, and L. Y. Chen · 2021
Cited alongside, same era.
Are diffusion models vulnerable to membership inference attacks?
J. Duan, F. Kong, S. Wang, X. Shi, and K. Xu · 2023
Cited alongside, same era.
Tabddpm: Modelling tabular data with diffusion models
A. Kotelnikov, D. Baranchuk, I. Rubachev, and A. Babenko · 2023
Cited alongside, same era.
Mixed-type tabular data synthesis with score-based diffusion in latent space
H. Zhang, J. Zhang, B. Srinivasan, Z. Shen, X. Qin, C. Faloutsos, H. Rangwala, and G. Karypis · 2023
Cited alongside, same era.
Could it be generated? towards practical analysis of memorization in text-to-image diffusion models
Z. Ma, X. Zhang, Q. Li, T. Du, W. Chen, Z. Wang, and S. Ji · 2024
Later among the works it cites.
Golden noise for diffusion models: A learning framework
Z. Zhou, S. Shao, L. Bai, Z. Xu, B. Han, and Z. Xie · 2024
Later among the works it cites.
Clavaddpm: Multi-relational data synthesis with cluster-guided diffusion models
W. Pang, M. Shafieinejad, L. Liu, S. Hazlewood, and X. He · 2025
Closest in time.
MIDST Challenge @ SaTML 2025, 2025
Vector Institute · 2025
Closest in time.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…