Back to papers
Uni-Detect: A Unified Approach to Automated Error Detection in Tables
Summary: UniDetect: unified error detection for tables using what-if perturbations and cross-table hypothesis tests, no per-dataset tuning required. It finds FD violations, numeric outliers, spelling mistakes, and outperforms specialized methods.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5668
- Venue
- SIGMOD
- Year
- 2019
- Pagerank
- 9.4029915e-05
- Overall Rank
- 2,161 | 84.99%
- DOI
-
10.1145/3299869.3319855
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 16 of 16 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 1,895 |
Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning |
2020 |
VLDB |
0.00010174634 |
| 2,585 |
Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks |
2024 |
SIGMOD |
8.4909917e-05 |
| 3,254 |
Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks |
2020 |
SIGMOD |
7.3172324e-05 |
| 3,303 |
SCODED: Statistical Constraint Oriented Data Error Detection |
2020 |
SIGMOD |
7.2438671e-05 |
| 3,397 |
Automatic Data Repair: Are We Ready to Deploy? |
2024 |
VLDB |
7.1386386e-05 |
| 4,113 |
Learning to Validate the Predictions of Black Box Classifiers on Unseen Data |
2020 |
SIGMOD |
6.4326771e-05 |
| 5,096 |
Auto-Transform: Learning-to-Transform by Patterns |
2020 |
VLDB |
5.6960764e-05 |
| 6,188 |
Semi-Supervised Data Cleaning with Raha and Baran |
2021 |
CIDR |
5.1607275e-05 |
| 7,390 |
Time Series Data Validity |
2023 |
SIGMOD |
4.7383798e-05 |
| 7,840 |
Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes |
2021 |
SIGMOD |
4.6337164e-05 |
| 9,354 |
GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models |
2024 |
SIGMOD |
4.3484715e-05 |
| 9,395 |
DataVinci: Learning Syntactic and Semantic String Repairs |
2025 |
SIGMOD |
4.3399748e-05 |
| 10,019 |
Guardrail: Automated Integrity Constraint Synthesis From Noisy Data |
2026 |
SIGMOD |
4.1905499e-05 |
| 10,606 |
Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence |
2025 |
VLDB |
4.1905499e-05 |
| 10,826 |
Demonstrating Matelda for Multi-Table Error Detection |
2025 |
VLDB |
4.1905499e-05 |
| 11,508 |
LES3: Learning-based Exact Set Similarity Search |
2021 |
VLDB |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 27 of 27 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 108 |
WebTables: Exploring the Power of Tables on the Web |
2008 |
VLDB |
0.00048345996 |
| 112 |
Potter's Wheel: An Interactive Data Cleaning System |
2001 |
VLDB |
0.00047010908 |
| 159 |
LOF: Identifying Density-Based Local Outliers |
2000 |
SIGMOD |
0.00040135453 |
| 192 |
HoloClean: Holistic Data Repairs with Probabilistic Inference |
2017 |
VLDB |
0.00035692958 |
| 224 |
CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies |
2004 |
SIGMOD |
0.00032743209 |
| 268 |
A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification |
2005 |
SIGMOD |
0.00029739054 |
| 481 |
Mining Database Structure; Or, How to Build a Data Quality Browser |
2002 |
SIGMOD |
0.000221538 |
| 556 |
Discovering Denial Constraints |
2013 |
VLDB |
0.00020214701 |
| 621 |
Improving Data Quality: Consistency and Accuracy |
2007 |
VLDB |
0.00018978331 |
| 700 |
Reasoning about Record Matching Rules |
2009 |
VLDB |
0.00017927576 |
| 733 |
Discovering Data Quality Rules |
2008 |
VLDB |
0.00017428132 |
| 768 |
Algorithms for Mining Distance-Based Outliers in Large Datasets |
1998 |
VLDB |
0.00016864875 |
| 879 |
Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes |
2013 |
SIGMOD |
0.00015649604 |
| 1,403 |
Detecting Data Errors: Where are we and what needs to be done? |
2016 |
VLDB |
0.00012180046 |
| 1,469 |
BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations |
2016 |
VLDB |
0.00011831156 |
| 1,481 |
Automating Large-Scale Data Quality Verification |
2018 |
VLDB |
0.00011715754 |
| 1,544 |
KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing |
2015 |
SIGMOD |
0.00011438274 |
| 1,627 |
Data Profiling with Metanome |
2015 |
VLDB |
0.0001108421 |
| 2,507 |
Auto-Detect: Data-Driven Error Detection in Tables |
2018 |
SIGMOD |
8.6254741e-05 |
| 2,576 |
Discovery of Genuine Functional Dependencies from Relational Data with Missing Values |
2018 |
VLDB |
8.509121e-05 |
| 2,739 |
Controlling False Discoveries During Interactive Data Exploration |
2017 |
SIGMOD |
8.2002767e-05 |
| 3,483 |
Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations |
2018 |
VLDB |
7.0493668e-05 |
| 3,738 |
Auto-Join: Joining Tables by Leveraging Transformations |
2017 |
VLDB |
6.8006812e-05 |
| 3,745 |
TEGRA: Table Extraction by Global Record Alignment |
2015 |
SIGMOD |
6.7907837e-05 |
| 4,849 |
SEMA-JOIN: Joining Semantically-Related Tables Using Big Table Corpora |
2015 |
VLDB |
5.872093e-05 |
| 4,932 |
Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux |
2010 |
VLDB |
5.8163536e-05 |
| 6,411 |
Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code |
2018 |
SIGMOD |
5.0675656e-05 |
Semantically Similar Papers