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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
h0ac0a20f9701b86f
Venue
CIDR
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,352 | 30.40%
DOI
-

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Authors

BibTeX Citation

@inproceedings{rezig_cidr26,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '26},
        title = {{Towards Scalable Visual Data Wrangling via Direct Manipulation}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Rezig, El Kindi and Mohammad, Mir Mahathir and Baret, Nicolas and Mayerhofer, Ricardo and McNutt, Andrew and Rosen, Paul},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034382643
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033690989
189 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.00025840026
883 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013268059
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010968223
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010956518
3,098 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.6517623e-05
3,263 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.4809771e-05
4,347 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6469984e-05
4,686 A Demonstration of AutoOD: A Self-Tuning Anomaly Detection System 2022 VLDB 6.4708106e-05
5,252 Dagger: A Data (not code) Debugger 2020 CIDR 6.2087063e-05
5,540 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 6.0907591e-05
6,480 OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport 2024 SIGMOD 5.7717996e-05
7,583 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 5.4906208e-05
9,725 OIE: An Interpretable System for Outlier Explanation and Summarization 2025 SIGMOD 5.1349531e-05
9,747 Arachnid: Generalized Visual Data Cleaning 2019 SIGMOD 5.1349531e-05
11,417 Buckaroo: A Direct Manipulation Visual Data Wrangler 2025 VLDB 4.9793485e-05
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