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Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications

Summary: Saga automatically searches top data-cleaning pipelines for ML, combining AutoML, feature selection, and hyper-parameter tuning. Generates hybrid local/distributed runtime plans, extensible to new primitives, with monotonicity pruning and accuracy gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6722
Venue
SIGMOD
Year
2023
Pagerank
4.583522e-05
Overall Rank
8,096 | 43.74%
DOI
10.1145/3617338

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Outgoing Citations (Sorted by Pagerank)

Showing 43 of 43 cited papers.

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

Rank Cited Paper Year Venue Pagerank
112 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00047010908
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
488 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00022029993
656 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00018590675
684 Cerebro: A Data System for Optimized Deep Learning Model Selection 2020 VLDB 0.00018152321
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
917 Democratizing Data Science through Interactive Curation of ML Pipelines 2019 SIGMOD 0.00015324193
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014638349
1,075 Model Management 2.0: Manipulating Richer Mappings 2007 SIGMOD 0.00014233255
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,393 Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads 2018 VLDB 0.00012223372
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
1,422 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012050431
1,481 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011715754
1,527 Generic Schema Matching, Ten Years Later 2011 VLDB 0.00011494604
1,666 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010955907
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
1,942 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 0.00010010569
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,308 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.0634287e-05
2,575 Query Optimization for Dynamic Imputation 2017 VLDB 8.5100213e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,000 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.7447724e-05
3,142 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.4905759e-05
3,495 TensorFlow Data Validation: Data Analysis and Validation in Continuous ML Pipelines 2020 SIGMOD 7.0383507e-05
3,526 Distributed Data Deduplication 2016 VLDB 7.0056559e-05
4,113 Learning to Validate the Predictions of Black Box Classifiers on Unseen Data 2020 SIGMOD 6.4326771e-05
4,462 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.1566477e-05
4,746 Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning Models 2021 SIGMOD 5.9446518e-05
4,761 Automated Feature Engineering for Algorithmic Fairness 2021 VLDB 5.9341687e-05
4,779 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 5.9259373e-05
4,965 BEER: Blocking for Effective Entity Resolution 2021 SIGMOD 5.7951166e-05
5,048 xPAD: A Platform for Analytic Data Flows 2013 SIGMOD 5.7285145e-05
5,738 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 5.3454984e-05
5,817 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.3154329e-05
6,106 QoX-Driven ETL Design: Reducing the Cost of ETL Consulting Engagements 2009 SIGMOD 5.2040193e-05
6,991 Unit Testing Data with Deequ 2019 SIGMOD 4.8646637e-05
7,448 SystemER: A Human-in-the-loop System for Explainable Entity Resolution 2019 VLDB 4.7227377e-05
9,008 The Power of Nested Parallelism in Big Data Processing – Hitting Three Flies with One Slap – 2021 SIGMOD 4.4065351e-05
9,926 AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment 2021 SIGMOD 4.2492066e-05
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