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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
6150
Venue
SIGMOD
Year
2021
Pagerank
5.2458154e-05
Overall Rank
5,974 | 58.49%
DOI
10.1145/3448016.3457258

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank Citing Paper Year Venue Pagerank
4,837 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 5.8835638e-05
8,094 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 4.5840579e-05
8,852 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 4.4313992e-05
8,913 PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching 2023 VLDB 4.4229886e-05
9,354 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 4.3484715e-05
9,439 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3389137e-05
9,462 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3324933e-05
9,776 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 4.2815042e-05
11,050 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1905499e-05
11,057 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1905499e-05
11,218 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 4.1905499e-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
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
252 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00030532082
268 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029739054
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
609 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00019223217
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
788 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016618698
799 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016479804
901 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00015462938
1,218 Snuba: Automating Weak Supervision to Label Training Data 2019 VLDB 0.00013221309
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,462 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00011866333
1,534 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011462072
1,544 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011438274
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
2,176 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3729351e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
2,895 Sato: Contextual Semantic Type Detection in Tables 2020 VLDB 7.9539265e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,071 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 7.6120337e-05
3,767 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 6.7748725e-05
3,900 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.649432e-05
4,123 Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? 2018 VLDB 6.4290005e-05
4,453 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.1690121e-05
4,911 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 5.8349225e-05
6,047 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 5.2355891e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8576683e-05
7,116 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 4.8219732e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
6,798 DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models 2024 SIGMOD 4.9186164e-05
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
1,462 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00011866333
420 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00023700634
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
8,158 Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation 2022 VLDB 4.5701678e-05