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Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond

Summary: Rotom: meta-learned data augmentation for entity matching, data cleaning, and text classification. Introduces InvDA (seq2seq) and a learned policy to combine DA operators, reducing hyperparameter search and boosting low-resource results, beating SOTA. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hce97fe45363ee237
Venue
SIGMOD
Year
2021
Pagerank
6.2832055e-05
Overall Rank
5,078 | 65.88%
DOI
10.1145/3448016.3457258

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{miao_sigmod21,
        title = {{Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond}},
        author = {Miao, Zhengjie and Li, Yuliang and Wang, Xiaolan},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3457258},
        url = {https://dl.acm.org/doi/10.1145/3448016.3457258},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
4,679 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 6.471666e-05
7,170 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 5.5922367e-05
7,286 PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching 2023 VLDB 5.5638771e-05
7,876 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4336606e-05
8,997 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 5.2400249e-05
9,623 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 5.1486163e-05
9,791 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 5.1259002e-05
10,116 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 5.0765311e-05
10,209 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 5.0586032e-05
10,473 Generalized Entity Matching with Adaptivity via Large Language Models 2026 SIGMOD 4.9769913e-05
11,596 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.9769913e-05
11,737 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030042569
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028038831
188 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025861123
205 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025171314
483 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00017584249
509 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017063491
530 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00016847532
534 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00016799
623 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015477107
779 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014048128
884 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013263269
1,038 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.000123653
1,098 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012031983
1,120 Snuba: Automating Weak Supervision to Label Training Data 2019 VLDB 0.000119406
1,223 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011468426
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,655 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9694129e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.5938877e-05
2,093 Sato: Contextual Semantic Type Detection in Tables 2020 VLDB 9.0593586e-05
2,475 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.4074448e-05
2,653 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 8.1693619e-05
3,308 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 7.4379101e-05
3,673 Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? 2018 VLDB 7.1075403e-05
3,793 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 7.0156889e-05
4,025 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8439934e-05
4,652 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4828106e-05
5,525 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 6.0927371e-05
6,384 Qualitative Data Cleaning 2016 VLDB 5.8039496e-05
7,505 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 5.5057737e-05
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