Data Synthesis based on Generative Adversarial Networks

Summary: table-GAN synthesizes tabular data with GANs, preserving distribution while avoiding leakage. It shows model compatibility: synthetic data enables models to approach real-data performance, beating anonymization/perturbation across four real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11602
Venue: VLDB
Year: 2018
Pagerank: 8.8514021e-05
Overall Rank: 2,421 | 83.16%
DOI: 10.14778/3231751.3231757

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
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
5,349	PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy	2023	SIGMOD	5.553869e-05
5,942	SAM: Database Generation from Query Workloads with Supervised Autoregressive Models	2022	SIGMOD	5.2634242e-05
6,879	Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data	2023	SIGMOD	4.8971368e-05
8,523	Controllable Tabular Data Synthesis Using Diffusion Models	2024	SIGMOD	4.4937074e-05
8,699	Supporting Database Constraints in Synthetic Data Generation based on Generative Adversarial Networks	2020	SIGMOD	4.465684e-05
8,985	TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications	2023	VLDB	4.4156106e-05
9,006	Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems	2024	VLDB	4.4101482e-05
9,777	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	4.2856106e-05
9,852	Machine Unlearning in Learned Databases: An Experimental Analysis	2024	SIGMOD	4.2714575e-05
10,128	WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models	2026	SIGMOD	4.1945683e-05
10,500	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.1945683e-05
10,798	PrivEval: a tool for interactive evaluation of privacy metrics in synthetic data generation	2025	VLDB	4.1945683e-05
11,143	DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms	2024	VLDB	4.1945683e-05
11,194	A Step Toward Deep Online Aggregation	2023	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
40	Privacy-Preserving Data Mining	2000	SIGMOD	0.00074232718
147	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041235556

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Overall Rank	Paper	Year	Venue	Pagerank
7,502	PSynDB: Accurate and Accessible Private Data Generation	2019	VLDB	4.7180617e-05
3,381	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB	7.1604078e-05
3,831	Kamino: Constraint-Aware Differentially Private Data Synthesis	2021	VLDB	6.7181688e-05
12,312	Anonymized Data: Generation, Models, Usage	2009	SIGMOD	4.1945683e-05
7,485	Differentially Private Data Generation with Missing Data	2024	VLDB	4.7180617e-05
10,053	Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis]	2026	SIGMOD	4.1945683e-05
3,304	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2467347e-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
4,884	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8540287e-05