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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
4.9605343e-05
Overall Rank
10,431 | 30.08%
DOI
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PDF
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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}
}

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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 0.00034319763
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
191 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0002578784
853 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013437314
1,306 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011076619
1,347 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010947547
3,110 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.6228505e-05
3,277 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.4527106e-05
4,369 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6220109e-05
4,702 A Demonstration of AutoOD: A Self-Tuning Anomaly Detection System 2022 VLDB 6.446361e-05
5,277 Dagger: A Data (not code) Debugger 2020 CIDR 6.1853307e-05
5,539 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 6.0745352e-05
6,494 OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport 2024 SIGMOD 5.7499912e-05
7,606 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 5.4698748e-05
9,761 OIE: An Interpretable System for Outlier Explanation and Summarization 2025 SIGMOD 5.115551e-05
9,784 Arachnid: Generalized Visual Data Cleaning 2019 SIGMOD 5.115551e-05
11,476 Buckaroo: A Direct Manipulation Visual Data Wrangler 2025 VLDB 4.9605343e-05
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