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Auto-Transform: Learning-to-Transform by Patterns

Summary: Auto-Transform introduces transform-by-patterns (TBP): learning data transformations from patterns in large, cross-domain column pairs, without input/output examples. Multilingual, pattern-based harvesting yields transformations for data repairs and ETL automation, outperforming transform-by-example methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h262ad8748fab26b3
Venue
VLDB
Year
2020
Pagerank
6.6048065e-05
Overall Rank
4,424 | 70.26%
DOI
10.14778/3407790.3407831

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{jin_vldb20,
        title = {{Auto-Transform: Learning-to-Transform by Patterns}},
        author = {Jin, Zhongjun and He, Yeye and Chaudhuri, Surajit},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {11},
        pages = {2368--2381},
        doi = {10.14778/3407790.3407831},
        url = {https://doi.org/10.14778/3407790.3407831},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
2,382 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 8.5458532e-05
4,235 Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search 2021 VLDB 6.713221e-05
5,097 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.2742361e-05
5,167 Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples 2023 VLDB 6.2462501e-05
5,687 DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models 2024 SIGMOD 6.0360406e-05
7,526 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 5.5020723e-05
7,812 Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations 2024 SIGMOD 5.4486106e-05
8,888 Optimized Batch Prompting for Cost-effective LLMs 2025 VLDB 5.2559789e-05
10,418 BAT: Target-Instance-Free Data Preparation Synthesis via LLM-Driven Tree Search 2026 SIGMOD 4.9793485e-05
11,270 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.9793485e-05
11,628 LucidScript: Bottom-up Standardization for Data Preparation 2024 VLDB 4.9793485e-05
11,850 SPINE: Scaling up Programming-by-Negative-Example for String Filtering and Transformation 2022 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 32 of 32 cited papers.

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

Rank Cited Paper Year Venue Pagerank
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00050495102
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034382643
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033690989
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030043481
160 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00027837289
188 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025872962
350 Discovering Denial Constraints 2013 VLDB 0.00020253521
435 Mining Database Structure; Or, How to Build a Data Quality Browser 2002 SIGMOD 0.0001832766
526 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016886621
649 Discovering Data Quality Rules 2008 VLDB 0.00015149865
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015121325
883 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013268059
1,094 BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations 2016 VLDB 0.0001205355
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012037058
1,115 Foofah: Transforming Data By Example 2017 SIGMOD 0.00011964111
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010956518
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.59842e-05
1,871 Predictive Interaction for Data Transformation 2015 CIDR 9.464979e-05
1,958 iMAP: Discovering Complex Semantic Matches between Database Schemas 2004 SIGMOD 9.3145711e-05
2,092 Sato: Contextual Semantic Type Detection in Tables 2020 VLDB 9.0626928e-05
2,125 Discovery of Genuine Functional Dependencies from Relational Data with Missing Values 2018 VLDB 9.0033119e-05
2,323 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 8.6348884e-05
2,612 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 8.2265197e-05
2,745 Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations 2018 VLDB 8.0668395e-05
2,748 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.0610697e-05
2,960 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.8075103e-05
4,206 SEMA-JOIN: Joining Semantically-Related Tables Using Big Table Corpora 2015 VLDB 6.7348167e-05
4,723 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 6.4528647e-05
5,384 ANMAT: Automatic Knowledge Discovery and Error Detection through Pattern Functional Dependencies 2019 SIGMOD 6.1524649e-05
6,488 Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code 2018 SIGMOD 5.76799e-05
7,148 Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel 2018 SIGMOD 5.5989952e-05
8,144 Synthesizing Mapping Relationships Using Table Corpus 2017 SIGMOD 5.3910618e-05
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