Controllable Tabular Data Synthesis Using Diffusion Models

Summary: Unconditional tabular diffusion is learned, with lightweight controllers enforcing user-defined conditions (fixed attributes, cross-table correlations). A correlation-aware sampler preserves realism under control, delivering SOTA results. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6837
Venue: SIGMOD
Year: 2024
Pagerank: 4.4937074e-05
Overall Rank: 8,523 | 40.71%
DOI: 10.1145/3639283

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,128	WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models	2026	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
758	Deep Unsupervised Cardinality Estimation	2020	VLDB	0.0001706608
1,446	PrivBayes: Private Data Release via Bayesian Networks	2014	SIGMOD	0.0001194108
2,349	RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation	2021	VLDB	8.9876423e-05
2,364	Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries	2020	SIGMOD	8.9554751e-05
2,421	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8514021e-05
4,884	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8540287e-05
5,028	Adaptive Data Augmentation for Supervised Learning over Missing Data	2021	VLDB	5.7506746e-05
5,942	SAM: Database Generation from Query Workloads with Supervised Autoregressive Models	2022	SIGMOD	5.2634242e-05
7,634	ReStore - Neural Data Completion for Relational Databases	2021	SIGMOD	4.6911382e-05

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2,881	Data Synthesis via Differentially Private Markov Random Fields	2021	VLDB	7.9665978e-05
4,252	DPSynthesizer: Differentially Private Data Synthesizer for Privacy Preserving Data Sharing	2014	VLDB	6.3233894e-05
4,884	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8540287e-05
3,304	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2467347e-05
2,421	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8514021e-05
8,699	Supporting Database Constraints in Synthetic Data Generation based on Generative Adversarial Networks	2020	SIGMOD	4.465684e-05
8,280	Synthetic Tabular Data: Methods, Attacks and Defenses	2025	VLDB	4.5435639e-05
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