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A Semantics-aware Approach for Graph Edit Distance Estimation over Knowledge Graphs

Summary: KG-native GED estimation: SEABED is a semantics-aware GNN that models local semantic dependencies and global consistency between two knowledge graphs, unlike prior simple-graph GED predictors. Improves MAE up to 66.7% and accuracy up to 70.5% on real KGs, with no extra runtime. (summarized by gpt-5.4-mini on Apr 12 2026)

Paper ID
14272
Venue
VLDB
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,236 | 28.80%
DOI
10.14778/3797919.3797930

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Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
461 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022499343
502 Worst-case Optimal Join Algorithms 2012 PODS 0.00021526612
613 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00019181325
651 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018648572
1,180 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013456907
1,561 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00011358946
1,756 Graphflow: An Active Graph Database 2017 SIGMOD 0.00010664542
1,924 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010077055
1,953 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9665955e-05
2,162 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 9.3964337e-05
2,801 Scalable Distributed Subgraph Enumeration 2017 VLDB 8.0992955e-05
2,910 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 7.9266529e-05
2,997 Subgraph Matching: on Compression and Computation 2018 VLDB 7.7559339e-05
3,036 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6735171e-05
3,187 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.4136521e-05
3,752 Computing Graph Edit Distance via Neural Graph Matching 2023 VLDB 6.7879009e-05
3,849 TaGSim: Type-aware Graph Similarity Learning and Computation 2022 VLDB 6.7064042e-05
4,556 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.0883757e-05
6,281 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.128862e-05
6,714 Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks 2024 SIGMOD 4.9512171e-05
8,069 Computing Approximate Graph Edit Distance via Optimal Transport 2025 SIGMOD 4.5934204e-05
8,809 Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks 2024 VLDB 4.4443756e-05
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