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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
0.00032346273
Overall Rank
117 | 99.19%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 133 citing papers.

Rank Citing Paper Year Venue Pagerank
204 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025523636
420 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00018824506
926 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013229887
1,337 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011211329
1,440 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.0001087544
1,764 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.890878e-05
1,771 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.8683462e-05
1,919 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.5736185e-05
1,997 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.4175365e-05
2,109 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.2181895e-05
2,210 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 9.0173497e-05
2,252 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 8.9354147e-05
2,342 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.7996173e-05
2,551 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.4919311e-05
2,650 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.3702577e-05
2,858 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 8.0943841e-05
3,095 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.8339749e-05
3,234 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 7.6850504e-05
3,244 Ten Years of WebTables 2018 VLDB 7.6761373e-05
3,348 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.558946e-05
3,383 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5298554e-05
3,428 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.499038e-05
3,431 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 7.4957047e-05
3,495 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.4378393e-05
3,533 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.3965413e-05
3,549 The Role of Massively Multi-Task and Weak Supervision in Software 2.0 2019 CIDR 7.3816787e-05
4,059 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.9975008e-05
4,381 GOGGLES: Automatic Image Labeling with Affinity Coding 2020 SIGMOD 6.7988732e-05
4,411 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.780411e-05
4,673 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 6.6330436e-05
4,769 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 6.5863559e-05
5,003 Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale 2019 SIGMOD 6.4732621e-05
5,052 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 6.4521864e-05
5,094 Cleanits: A Data Cleaning System for Industrial Time Series 2019 VLDB 6.4313407e-05
5,367 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.3159594e-05
5,471 Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond 2020 VLDB 6.2747651e-05
5,662 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 6.1967364e-05
5,834 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.132242e-05
5,974 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.084153e-05
6,072 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 6.0489803e-05
6,293 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.9857415e-05
6,337 Finding Label and Model Errors in Perception Data With Learned Observation Assertions 2022 SIGMOD 5.9713243e-05
6,341 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.9698241e-05
6,443 Probabilistic Databases for All 2020 PODS 5.9385024e-05
6,545 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 5.9036536e-05
6,649 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 5.8721678e-05
6,811 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.8258963e-05
6,956 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 5.8003802e-05
6,987 Akane: Perplexity-Guided Time Series Data Cleaning 2024 SIGMOD 5.7903541e-05
7,091 Intermittent Query Processing 2019 VLDB 5.7589718e-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
186 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00026517055
272 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00022779311
378 Discovering Denial Constraints 2013 VLDB 0.00019731608
489 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00017666558
510 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00017339725
521 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00017199926
544 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016837417
589 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016077388
619 Reasoning about Record Matching Rules 2009 VLDB 0.00015790274
621 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015779325
656 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015388105
818 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00013866647
896 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013398659
949 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.0001306607
992 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012862128
1,060 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00012469279
1,134 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00012114015
1,146 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012062353
1,313 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00011294367
1,325 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011254756
2,947 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.9813675e-05
3,009 Dichotomies in the Complexity of Preferred Repairs 2015 PODS 7.9190412e-05
3,665 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 7.278909e-05
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