CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning
Summary: CleanM: unified, optimizable query language for scale-out data cleaning. Three-level translation enables cross-operator optimization; atop CleanDB, it covers more corruption types, scales better, and unifies querying with cleaning under a single interface. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,271 | Cleaning Denial Constraint Violations through Relaxation | 2020 | SIGMOD | 6.2943273e-05 |
| 6,661 | Scalable Querying of Nested Data | 2021 | VLDB | 4.9663934e-05 |
| 8,123 | Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems | 2025 | SIGMOD | 4.5770901e-05 |
| 9,773 | EasyDR: A Human-in-the-loop Error Detection and Repair Platform for Holistic Table Cleaning | 2022 | VLDB | 4.2815042e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 22 of 22 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,733 | Keyword Query Cleaning | 2008 | VLDB | 4.9435837e-05 |
| 8,002 | A Grammar-based Entity Representation Framework for Data Cleaning | 2009 | SIGMOD | 4.60503e-05 |
| 7,868 | Learning Over Dirty Data Without Cleaning | 2020 | SIGMOD | 4.6276013e-05 |
| 1,629 | Data Cleaning: Overview and Emerging Challenges | 2016 | SIGMOD | 0.00011073148 |
| 5,930 | ActiveClean: An Interactive Data Cleaning Framework For Modern Machine Learning | 2016 | SIGMOD | 5.2632185e-05 |
| 3,000 | BigDansing: A System for Big Data Cleansing | 2015 | SIGMOD | 7.7447724e-05 |
| 13,245 | Data Cleaning in the Era of Data Science: Challenges and Opportunities | 2021 | CIDR | - |
| 11,519 | From Papers to Practice: The openclean Open-Source Data Cleaning Library | 2021 | VLDB | 4.1905499e-05 |
| 198 | Declarative Data Cleaning: Language, Model, and Algorithms | 2001 | VLDB | 0.0003505869 |
| 10,730 | UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow | 2025 | VLDB | 4.1905499e-05 |