Towards Scalable Visual Data Wrangling via Direct Manipulation

Summary: Reframes cleaning as direct manipulation of coordinated views, letting users repair anomalies interactively and generate reproducible scripts. Scales via user-defined detectors/wranglers, provenance, differential storage and Hopara integration. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 586
Venue: CIDR
Year: 2026
Pagerank: 4.1945683e-05
Overall Rank: 9,984 | 30.55%
DOI: -

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
112	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00047045036
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035728858
214	Scorpion: Explaining Away Outliers in Aggregate Queries	2013	VLDB	0.0003363692
1,337	HoloDetect: Few-Shot Learning for Error Detection	2019	SIGMOD	0.00012497164
1,612	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00011142794
1,894	Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning	2020	VLDB	0.0001018378
2,733	The Case for Data Visualization Management Systems [Vision Paper]	2014	VLDB	8.2078862e-05
3,393	Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows	2022	VLDB	7.1483239e-05
3,396	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1455126e-05
4,554	A Demonstration of AutoOD: A Self-Tuning Anomaly Detection System	2022	VLDB	6.0911296e-05
5,153	Horizon: Scalable Dependency-driven Data Cleaning	2021	VLDB	5.6607963e-05
5,684	Dagger: A Data (not code) Debugger	2020	CIDR	5.3720749e-05
7,052	Pre-trained Embeddings for Entity Resolution: An Experimental Analysis	2023	VLDB	4.8497453e-05
7,449	OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport	2024	SIGMOD	4.7269357e-05
9,475	OIE: An Interpretable System for Outlier Explanation and Summarization	2025	SIGMOD	4.3341665e-05
9,479	Data Imputation with Limited Data Redundancy Using Data Lakes	2025	VLDB	4.3341665e-05
9,500	Arachnid: Generalized Visual Data Cleaning	2019	SIGMOD	4.3341665e-05
10,828	Buckaroo: A Direct Manipulation Visual Data Wrangler	2025	VLDB	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
6,187	Semi-Supervised Data Cleaning with Raha and Baran	2021	CIDR	5.1656857e-05
3,393	Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows	2022	VLDB	7.1483239e-05
5,153	Horizon: Scalable Dependency-driven Data Cleaning	2021	VLDB	5.6607963e-05
6,295	Your notebook is not crumby enough, REPLace it	2020	CIDR	5.1249204e-05
1,833	Data Wrangling: The Challenging Journey from the Wild to the Lake	2015	CIDR	0.00010378976
4,426	Data Debugging and Exploration with Vizier	2019	SIGMOD	6.1969994e-05
9,221	VisClean: Interactive Cleaning for Progressive Visualization	2020	VLDB	4.3699444e-05
9,500	Arachnid: Generalized Visual Data Cleaning	2019	SIGMOD	4.3341665e-05
7,384	The VADA Architecture for Cost-Effective Data Wrangling	2017	SIGMOD	4.7445719e-05
10,828	Buckaroo: A Direct Manipulation Visual Data Wrangler	2025	VLDB	4.1945683e-05