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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
5.1257999e-05
Overall Rank
9,806 | 34.08%
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
9,732 Explaining GNN-based Recommendations in Logic 2025 VLDB 5.1349531e-05
10,707 Repairing Property Graphs under PG-Constraints 2026 VLDB 4.9793485e-05
11,186 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.9793485e-05
11,550 Capturing More Associations by Referencing External Graphs 2024 VLDB 4.9793485e-05
11,623 Graph Association Analyses for Early Drug Discovery 2024 VLDB 4.9793485e-05
11,724 Enriching Recommendation Models with Logic Conditions 2023 SIGMOD 4.9793485e-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 0.00049349003
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033690989
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028046388
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023314591
350 Discovering Denial Constraints 2013 VLDB 0.00020253521
457 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017907103
526 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016886621
534 On Active Learning of Record Matching Packages 2010 SIGMOD 0.0001680637
603 A Hybrid Approach to Functional Dependency Discovery 2016 SIGMOD 0.00015699254
883 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013268059
989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001265344
1,027 GraMI: Frequent Subgraph and Pattern Mining in a Single Large Graph 2014 VLDB 0.00012422544
1,031 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012405065
1,493 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010505174
1,619 Efficient Denial Constraint Discovery with Hydra 2018 VLDB 0.00010055625
1,654 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9739611e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.59842e-05
1,971 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.2873596e-05
2,070 Dedoop: Efficient Deduplication with Hadoop 2012 VLDB 9.0876046e-05
2,364 Dependencies for Graphs 2017 PODS 8.5665938e-05
2,948 Distributed Data Deduplication 2016 VLDB 7.8230494e-05
3,026 Functional Dependencies for Graphs 2016 SIGMOD 7.7387829e-05
3,193 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5505481e-05
3,307 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 7.4414303e-05
3,317 Keys for Graphs 2015 VLDB 7.436464e-05
6,525 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.756805e-05
6,849 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 5.6655903e-05
7,243 Discovering Graph Functional Dependencies 2018 SIGMOD 5.5768239e-05
7,342 Discovering Association Rules from Big Graphs 2022 VLDB 5.5480127e-05
8,218 Towards Event Prediction in Temporal Graphs 2022 VLDB 5.3762638e-05
8,293 Capturing Associations in Graphs 2020 VLDB 5.3612871e-05
8,398 Deducing Certain Fixes to Graphs 2019 VLDB 5.3399392e-05
8,610 A Critical Re-evaluation of Neural Methods for Entity Alignment 2022 VLDB 5.3030394e-05
12,210 Catching Numeric Inconsistencies in Graphs 2018 SIGMOD 4.9793485e-05
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