Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration

Summary: Comprehensive experimental study of relational data synthesis with GANs in a unified framework, detailing a design space over architectures and training methods. Shows GANs' promise over traditional synthesis and offers design guidance plus future directions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12093
Venue: VLDB
Year: 2020
Pagerank: 5.8509546e-05
Overall Rank: 4,885 | 66.06%
DOI: 10.14778/3407790.3407802

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,834	Kamino: Constraint-Aware Differentially Private Data Synthesis	2021	VLDB	6.713066e-05
5,026	Adaptive Data Augmentation for Supervised Learning over Missing Data	2021	VLDB	5.7451454e-05
5,528	Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts	2022	SIGMOD	5.4571136e-05
5,944	SAM: Database Generation from Query Workloads with Supervised Autoregressive Models	2022	SIGMOD	5.2583712e-05
7,634	ReStore - Neural Data Completion for Relational Databases	2021	SIGMOD	4.6866388e-05
8,522	Controllable Tabular Data Synthesis Using Diffusion Models	2024	SIGMOD	4.4893996e-05
8,991	TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications	2023	VLDB	4.4113784e-05
9,592	HDPView: Differentially Private Materialized View for Exploring High Dimensional Relational Data	2022	VLDB	4.3161588e-05
9,645	PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking	2025	VLDB	4.3067693e-05
9,776	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	4.2815042e-05
10,574	Holistic query Approximation via RL Modeling	2025	VLDB	4.1905499e-05
11,071	Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities	2024	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
111	Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release	2007	PODS	0.00047047599
148	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041196325
1,446	PrivBayes: Private Data Release via Bayesian Networks	2014	SIGMOD	0.00011931212
1,574	Approximate Query Processing: No Silver Bullet	2017	SIGMOD	0.00011289028
2,423	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8447357e-05
4,248	DPSynthesizer: Differentially Private Data Synthesizer for Privacy Preserving Data Sharing	2014	VLDB	6.3175826e-05
6,873	Cost-Effective Data Annotation using Game-Based Crowdsourcing	2019	VLDB	4.8963037e-05
8,337	CrowdGame: A Game-Based Crowdsourcing System for Cost-Effective Data Labeling	2019	SIGMOD	4.5385651e-05

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5,289	LearnedSQLGen: Constraint-aware SQL Generation using Reinforcement Learning	2022	SIGMOD	5.5790771e-05
13,160	Turning Databases Into Generative AI Machines	2024	CIDR	-
10,509	PrivPetal: Relational Data Synthesis via Permutation Relations	2025	SIGMOD	4.1905499e-05
2,295	Data Generation using Declarative Constraints	2011	SIGMOD	9.0842571e-05
10,053	Benchmarking Differentially Private Tabular Data Synthesis: [Experiments & Analysis]	2026	SIGMOD	4.1905499e-05
3,834	Kamino: Constraint-Aware Differentially Private Data Synthesis	2021	VLDB	6.713066e-05
8,275	Synthetic Tabular Data: Methods, Attacks and Defenses	2025	VLDB	4.5392079e-05
3,306	Plausible Deniability for Privacy-Preserving Data Synthesis	2017	VLDB	7.2411112e-05
2,423	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8447357e-05
8,693	Supporting Database Constraints in Synthetic Data Generation based on Generative Adversarial Networks	2020	SIGMOD	4.4616885e-05