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Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning

Summary: Baran introduces a unified context representation and transfer learning to fuse multiple error-corrector models for data repair. Modeling full context—value, tuple co-occurrences, and attribute type—yields richer candidates and higher precision, with Wikipedia pretraining boosting recall and needing ~20 labeled tuples. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12092
Venue
VLDB
Year
2020
Pagerank
0.00010174634
Overall Rank
1,895 | 86.84%
DOI
10.14778/3407790.3407801

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,585 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 8.4909917e-05
3,313 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2336734e-05
3,397 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1386386e-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
5,974 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2458154e-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
7,449 OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport 2024 SIGMOD 4.7224022e-05
7,666 Fast Detection of Denial Constraint Violations 2022 VLDB 4.6792751e-05
8,096 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.583522e-05
8,741 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 4.4520434e-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
9,439 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3389137e-05
9,481 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 4.3300131e-05
9,647 Discovering Functional Dependencies through Hitting Set Enumeration 2024 SIGMOD 4.3067693e-05
9,776 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 4.2815042e-05
9,847 Discovering Top-k Relevant and Diversified Rules 2024 SIGMOD 4.2680295e-05
9,849 Reptile: Aggregation-level Explanations for Hierarchical Data 2022 SIGMOD 4.2680295e-05
9,855 In-Database Data Imputation 2024 SIGMOD 4.2652623e-05
9,983 Towards Scalable Visual Data Wrangling via Direct Manipulation 2026 CIDR 4.1905499e-05
10,488 Data Enhancement for Binary Classification of Relational Data 2025 SIGMOD 4.1905499e-05
10,521 Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables 2025 SIGMOD 4.1905499e-05
10,606 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 4.1905499e-05
10,730 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 4.1905499e-05
10,826 Demonstrating Matelda for Multi-Table Error Detection 2025 VLDB 4.1905499e-05
11,057 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1905499e-05
11,114 Rock: Cleaning Data with both ML and Logic Rules 2024 VLDB 4.1905499e-05
11,225 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1905499e-05
11,457 Contextual Data Cleaning with Ontology FDs 2021 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 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
788 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016618698
830 Guided Data Repair 2011 VLDB 0.00016125759
879 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015649604
890 A Hybrid Approach to Functional Dependency Discovery 2016 SIGMOD 0.00015542177
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014638349
1,197 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013373177
1,214 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00013246179
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
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
1,544 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011438274
2,161 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 9.4029915e-05
2,177 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.371335e-05
2,417 Combining Quantitative and Logical Data Cleaning 2016 VLDB 8.8502556e-05
2,642 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 8.3925184e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,457 Learning String Transformations From Examples 2009 VLDB 7.0753508e-05
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Overall Rank Paper Year Venue Pagerank
5,454 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.4967096e-05
11,849 BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems 2016 SIGMOD 4.1905499e-05
11,225 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1905499e-05
8,503 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4916115e-05
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05
2,507 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 8.6254741e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
1,160 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001358129
5,420 Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond 2020 VLDB 5.5154502e-05
6,188 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.1607275e-05