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Functional Dependencies for Graphs

Summary: Proposes GFDs, a class of graph functional dependencies unifying attribute-value and topological constraints, subsuming CFDs. Complexity: coNP/NP-complete; the approach provides parallel scalable algorithms for violation detection on large graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h0fa516796d48fbcb
Venue
SIGMOD
Year
2016
Pagerank
7.8870146e-05
Overall Rank
2,894 | 80.61%
DOI
10.1145/2882903.2915232

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{fan_sigmod16,
        title = {{Functional Dependencies for Graphs}},
        author = {Fan, Wenfei and Wu, Yinghui and Xu, Jingbo},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915232},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915232},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 36 of 36 citing papers.

Rank Citing Paper Year Venue Pagerank
2,269 Dependencies for Graphs 2017 PODS 8.711418e-05
2,854 Incremental Graph Computations: Doable and Undoable 2017 SIGMOD 7.9179612e-05
3,771 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 7.0132957e-05
5,816 Normalizing Property Graphs 2023 VLDB 5.9678994e-05
6,539 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7351897e-05
7,034 A Hierarchical Contraction Scheme for Querying Big Graphs 2022 SIGMOD 5.5998447e-05
7,244 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 5.5606514e-05
7,263 Discovering Graph Functional Dependencies 2018 SIGMOD 5.5557683e-05
7,318 Discovering Association Rules from Big Graphs 2022 VLDB 5.5411422e-05
7,502 Extending Graph Patterns with Conditions 2020 SIGMOD 5.4943054e-05
8,313 Capturing Associations in Graphs 2020 VLDB 5.3410298e-05
8,420 Deducing Certain Fixes to Graphs 2019 VLDB 5.3198062e-05
8,618 Ontology-based Entity Matching in Attributed Graphs 2019 VLDB 5.2871713e-05
8,715 Knowledge Graph Exploration Systems: are we lost? 2022 CIDR 5.2705676e-05
9,769 Explaining GNN-based Recommendations in Logic 2025 VLDB 5.115551e-05
9,847 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 5.1064323e-05
10,004 Logical Schema Design that Quantifies Update Inefficiency and Join Efficiency 2021 SIGMOD 5.0845476e-05
10,223 Discovering Top-k Relevant and Diversified Rules 2024 SIGMOD 5.0460607e-05
10,385 Budgeted Interactive Property Graph Repair with GNN 2027 SIGMOD 4.9605343e-05
10,390 Detecting Contradictions Within and Across Documents 2027 SIGMOD 4.9605343e-05
10,712 Enumerating Graph Pattern Matches with ML Oracles 2026 SIGMOD 4.9605343e-05
10,791 Structural Normalization of Property Graphs 2026 VLDB 4.9605343e-05
11,190 User-Centric Property Graph Repairs 2025 SIGMOD 4.9605343e-05
11,254 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.9605343e-05
11,487 Versatile Property Graph Transformations 2025 VLDB 4.9605343e-05
11,605 Capturing More Associations by Referencing External Graphs 2024 VLDB 4.9605343e-05
11,613 Mixed Covers of Keys and Functional Dependencies for Maintaining the Integrity of Data under Updates 2024 VLDB 4.9605343e-05
11,618 Extending Graph Rules with Oracles 2024 VLDB 4.9605343e-05
11,775 Enriching Recommendation Models with Logic Conditions 2023 SIGMOD 4.9605343e-05
11,926 PGE: Robust Product Graph Embedding Learning for Error Detection 2022 VLDB 4.9605343e-05
12,011 Temporal Dependencies for Graphs 2021 SIGMOD 4.9605343e-05
12,016 GRIP: Constraint-based Explanation of Missing Answers for Graph Queries 2021 SIGMOD 4.9605343e-05
12,035 Structural Generalizability: The Case of Similarity Search 2021 SIGMOD 4.9605343e-05
12,080 GEDet: Detecting Erroneous Nodes with A Few Examples 2021 VLDB 4.9605343e-05
12,203 Answering Why-questions by Exemplars in Attributed Graphs 2019 SIGMOD 4.9605343e-05
12,259 Catching Numeric Inconsistencies in Graphs 2018 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
330 Declarative Information Extraction Using Datalog with Embedded Extraction Predicates 2007 VLDB 0.00020870379
440 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018235529
513 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00017023182
1,046 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012315969
1,565 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010185615
1,708 A Normal Form for XML Documents 2002 PODS 9.8029408e-05
2,429 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.4657925e-05
2,561 Minimal MapReduce Algorithms 2013 SIGMOD 8.2743492e-05
3,071 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.6670408e-05
3,329 Keys for Graphs 2015 VLDB 7.4086832e-05
5,968 Distributed Graph Simulation: Impossibility and Possibility 2014 VLDB 5.9135528e-05
6,147 DREAM: Distributed RDF Engine with Adaptive Query Planner and Minimal Communication 2015 VLDB 5.8560255e-05
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