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HoloClean: Holistic Data Repairs with Probabilistic Inference

Summary: HoloClean couples constraint-driven and statistical data repair via automatic probabilistic-program generation from dirty data. Scalable inference over millions of tuples; precision ~90%, recall ~76%, F1 >2x vs state-of-the-art. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11405
Venue
VLDB
Year
2017
Pagerank
0.00035692958
Overall Rank
192 | 98.67%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 133 citing papers.

Rank Citing Paper Year Venue Pagerank
252 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00030532082
516 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021194444
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,481 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011715754
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,161 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 9.4029915e-05
2,286 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.102574e-05
2,308 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.0634287e-05
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,484 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 8.6737275e-05
2,507 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 8.6254741e-05
2,574 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.5126812e-05
2,585 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 8.4909917e-05
2,759 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.1646193e-05
2,845 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 8.0301674e-05
2,960 The Role of Massively Multi-Task and Weak Supervision in Software 2.0 2019 CIDR 7.8103118e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,163 Ten Years of WebTables 2018 VLDB 7.4611268e-05
3,303 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 7.2438671e-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
3,716 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 6.8170433e-05
3,828 Cleanits: A Data Cleaning System for Industrial Time Series 2019 VLDB 6.7191138e-05
3,834 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 6.713066e-05
4,129 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 6.4208557e-05
4,271 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 6.2943273e-05
4,471 GOGGLES: Automatic Image Labeling with Affinity Coding 2020 SIGMOD 6.1496765e-05
4,596 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0540725e-05
5,026 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 5.7451454e-05
5,096 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 5.6960764e-05
5,150 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 5.6553571e-05
5,227 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 5.6156523e-05
5,257 Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale 2019 SIGMOD 5.5975788e-05
5,420 Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond 2020 VLDB 5.5154502e-05
5,974 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2458154e-05
6,139 Finding Label and Model Errors in Perception Data With Learned Observation Assertions 2022 SIGMOD 5.1893488e-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
6,447 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 5.0534784e-05
6,470 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 5.0439835e-05
6,544 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.013741e-05
6,552 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.0109216e-05
6,685 Probabilistic Databases for All 2020 PODS 4.9591332e-05
6,691 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9573939e-05
6,886 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 4.8904572e-05
6,948 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 4.8865863e-05
7,062 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 4.8398632e-05
7,221 Akane: Perplexity-Guided Time Series Data Cleaning 2024 SIGMOD 4.7919849e-05
7,241 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 4.7867685e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
268 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029739054
321 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00027524716
488 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00022029993
556 Discovering Denial Constraints 2013 VLDB 0.00020214701
560 Dependencies Revisited for Improving Data Quality 2008 PODS 0.0002012328
621 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018978331
656 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00018590675
668 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00018428925
700 Reasoning about Record Matching Rules 2009 VLDB 0.00017927576
799 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016479804
879 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015649604
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014638349
1,015 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00014630577
1,044 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00014465007
1,160 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001358129
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
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
1,544 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011438274
1,625 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.0001109361
3,045 Dichotomies in the Complexity of Preferred Repairs 2015 PODS 7.6618214e-05
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05
3,900 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.649432e-05
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