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: 11603
Venue: VLDB
Year: 2018
Pagerank: 8.8447357e-05
Overall Rank: 2,423 | 83.17%
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
4,885	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8509546e-05
5,026	Adaptive Data Augmentation for Supervised Learning over Missing Data	2021	VLDB	5.7451454e-05
5,264	PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy	2023	SIGMOD	5.5951175e-05
5,944	SAM: Database Generation from Query Workloads with Supervised Autoregressive Models	2022	SIGMOD	5.2583712e-05
6,860	Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data	2023	SIGMOD	4.9008421e-05
8,522	Controllable Tabular Data Synthesis Using Diffusion Models	2024	SIGMOD	4.4893996e-05
8,693	Supporting Database Constraints in Synthetic Data Generation based on Generative Adversarial Networks	2020	SIGMOD	4.4616885e-05
8,991	TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications	2023	VLDB	4.4113784e-05
9,012	Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems	2024	VLDB	4.4059413e-05
9,776	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	4.2815042e-05
9,841	Machine Unlearning in Learned Databases: An Experimental Analysis	2024	SIGMOD	4.2685233e-05
10,128	WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models	2026	SIGMOD	4.1905499e-05
10,509	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.1905499e-05
10,804	PrivEval: a tool for interactive evaluation of privacy metrics in synthetic data generation	2025	VLDB	4.1905499e-05
11,146	DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms	2024	VLDB	4.1905499e-05
11,196	A Step Toward Deep Online Aggregation	2023	SIGMOD	4.1905499e-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	0.00074213516
148	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041196325

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
7,501	PSynDB: Accurate and Accessible Private Data Generation	2019	VLDB	4.7135369e-05
3,382	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB	7.1538038e-05
12,320	Anonymized Data: Generation, Models, Usage	2009	SIGMOD	4.1905499e-05
3,834	Kamino: Constraint-Aware Differentially Private Data Synthesis	2021	VLDB	6.713066e-05
7,485	Differentially Private Data Generation with Missing Data	2024	VLDB	4.7135369e-05
10,053	Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis]	2026	SIGMOD	4.1905499e-05
3,306	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2411112e-05
8,693	Supporting Database Constraints in Synthetic Data Generation based on Generative Adversarial Networks	2020	SIGMOD	4.4616885e-05
8,275	Synthetic Tabular Data: Methods, Attacks and Defenses	2025	VLDB	4.5392079e-05
4,885	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8509546e-05