Generalizable Data Cleaning of Tabular Data in Latent Space

Summary: Clean tabular data in latent space: shape latent manifold to define a "clean" region and train Lopster operators that shift noisy/outlier/missing-row embeddings back to it. Unified detection+repair, generalizes to unseen errors and outperforms SOTA. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13721
Venue: VLDB
Year: 2024
Pagerank: 4.1945683e-05
Overall Rank: 11,137 | 22.53%
DOI: 10.14778/3704965.3704983

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 14 of 14 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035728858
254	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030540555
513	TURL: Table Understanding through Representation Learning	2021	VLDB	0.00021288342
517	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021169035
791	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00016629664
1,337	HoloDetect: Few-Shot Learning for Error Detection	2019	SIGMOD	0.00012497164
2,302	Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions	2021	VLDB	9.0668832e-05
3,396	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1455126e-05
4,332	Missing Value Imputation on Multidimensional Time Series	2021	VLDB	6.2805243e-05
5,028	Adaptive Data Augmentation for Supervised Learning over Missing Data	2021	VLDB	5.7506746e-05
5,153	Horizon: Scalable Dependency-driven Data Cleaning	2021	VLDB	5.6607963e-05
6,187	Semi-Supervised Data Cleaning with Raha and Baran	2021	CIDR	5.1656857e-05
6,280	Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks	2023	VLDB	5.1290457e-05
9,389	DataVinci: Learning Syntactic and Semantic String Repairs	2025	SIGMOD	4.3441378e-05

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Overall Rank	Paper	Year	Venue	Pagerank
2,018	Statistical Distortion: Consequences of Data Cleaning	2012	VLDB	9.7764643e-05
13,232	Data Cleaning in the Era of Data Science: Challenges and Opportunities	2021	CIDR	-
881	Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes	2013	SIGMOD	0.00015661103
6,187	Semi-Supervised Data Cleaning with Raha and Baran	2021	CIDR	5.1656857e-05
6,280	Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks	2023	VLDB	5.1290457e-05
7,013	Qualitative Data Cleaning	2016	VLDB	4.8619024e-05
10,512	Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables	2025	SIGMOD	4.1945683e-05
7,867	Learning Over Dirty Data Without Cleaning	2020	SIGMOD	4.6320452e-05
3,396	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1455126e-05
1,627	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011086905