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: 13722
Venue: VLDB
Year: 2024
Pagerank: 4.1905499e-05
Overall Rank: 11,140 | 22.58%
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	0.00035692958
252	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030532082
514	TURL: Table Understanding through Representation Learning	2021	VLDB	0.00021280726
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
788	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00016618698
1,340	HoloDetect: Few-Shot Learning for Error Detection	2019	SIGMOD	0.00012492795
2,308	Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions	2021	VLDB	9.0634287e-05
3,397	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1386386e-05
4,331	Missing Value Imputation on Multidimensional Time Series	2021	VLDB	6.2744869e-05
5,026	Adaptive Data Augmentation for Supervised Learning over Missing Data	2021	VLDB	5.7451454e-05
5,150	Horizon: Scalable Dependency-driven Data Cleaning	2021	VLDB	5.6553571e-05
6,188	Semi-Supervised Data Cleaning with Raha and Baran	2021	CIDR	5.1607275e-05
6,279	Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks	2023	VLDB	5.1241232e-05
9,395	DataVinci: Learning Syntactic and Semantic String Repairs	2025	SIGMOD	4.3399748e-05

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1,975	Statistical Distortion: Consequences of Data Cleaning	2012	VLDB	9.881077e-05
13,245	Data Cleaning in the Era of Data Science: Challenges and Opportunities	2021	CIDR	-
879	Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes	2013	SIGMOD	0.00015649604
6,188	Semi-Supervised Data Cleaning with Raha and Baran	2021	CIDR	5.1607275e-05
6,279	Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks	2023	VLDB	5.1241232e-05
7,013	Qualitative Data Cleaning	2016	VLDB	4.8576683e-05
10,521	Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables	2025	SIGMOD	4.1905499e-05
7,868	Learning Over Dirty Data Without Cleaning	2020	SIGMOD	4.6276013e-05
3,397	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1386386e-05
1,629	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011073148