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Making It Tractable to Catch Duplicates and Conflicts in Graphs

Summary: Introduces Graph Cleaning Rules (GCRs) for scalable entity and conflict resolution in large graphs, using dual-pattern and star-shaped templates with ML predicates to cope with schemaless structures. PTIME for satisfiability, implication, and validation of GCRs; presents parallel rule mining and deep ER/CR algorithms with speedups and higher accuracy than prior graph dependencies. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h2b83b36521eecc67
Venue
SIGMOD
Year
2023
Pagerank
5.1233734e-05
Overall Rank
9,813 | 34.05%
DOI
10.1145/3588940

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{fan_sigmod23,
        title = {{Making It Tractable to Catch Duplicates and Conflicts in Graphs}},
        author = {Fan, Wenfei and Fu, Wenzhi and Jin, Ruochun and Liu, Muyang and Lu, Ping and Tian, Chao},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3588940},
        url = {https://dl.acm.org/doi/10.1145/3588940},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
9,737 Explaining GNN-based Recommendations in Logic 2025 VLDB 5.1325223e-05
10,717 Repairing Property Graphs under PG-Constraints 2026 VLDB 4.9769913e-05
11,195 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.9769913e-05
11,556 Capturing More Associations by Referencing External Graphs 2024 VLDB 4.9769913e-05
11,629 Graph Association Analyses for Early Drug Discovery 2024 VLDB 4.9769913e-05
11,730 Enriching Recommendation Models with Logic Conditions 2023 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 34 of 34 cited papers.

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

Rank Cited Paper Year Venue Pagerank
33 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00049326063
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028038831
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023307564
350 Discovering Denial Constraints 2013 VLDB 0.00020244085
457 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017899824
526 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016879
534 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00016799
603 A Hybrid Approach to Functional Dependency Discovery 2016 SIGMOD 0.00015692059
884 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013263269
989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012647631
1,027 GraMI: Frequent Subgraph and Pattern Mining in a Single Large Graph 2014 VLDB 0.00012416665
1,031 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012399252
1,493 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010500948
1,620 Efficient Denial Constraint Discovery with Hydra 2018 VLDB 0.00010050865
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
1,972 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.2829634e-05
2,072 Dedoop: Efficient Deduplication with Hadoop 2012 VLDB 9.0834235e-05
2,365 Dependencies for Graphs 2017 PODS 8.5625389e-05
2,949 Distributed Data Deduplication 2016 VLDB 7.8193962e-05
3,027 Functional Dependencies for Graphs 2016 SIGMOD 7.7351194e-05
3,194 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5469742e-05
3,308 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 7.4379101e-05
3,317 Keys for Graphs 2015 VLDB 7.432944e-05
6,528 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7540798e-05
6,853 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 5.6629094e-05
7,245 Discovering Graph Functional Dependencies 2018 SIGMOD 5.5741839e-05
7,345 Discovering Association Rules from Big Graphs 2022 VLDB 5.5453863e-05
8,225 Towards Event Prediction in Temporal Graphs 2022 VLDB 5.3737187e-05
8,299 Capturing Associations in Graphs 2020 VLDB 5.3587491e-05
8,403 Deducing Certain Fixes to Graphs 2019 VLDB 5.3374114e-05
8,617 A Critical Re-evaluation of Neural Methods for Entity Alignment 2022 VLDB 5.300529e-05
12,216 Catching Numeric Inconsistencies in Graphs 2018 SIGMOD 4.9769913e-05
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