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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
14273
Venue
VLDB
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,236 | 28.86%
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
460 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022679846
503 Worst-case Optimal Join Algorithms 2012 PODS 0.00021517145
610 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00019204048
648 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018688754
1,125 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013829006
1,522 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.0001152219
1,746 Graphflow: An Active Graph Database 2017 SIGMOD 0.0001069135
1,906 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010135267
1,948 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9938634e-05
2,172 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 9.37776e-05
2,787 Scalable Distributed Subgraph Enumeration 2017 VLDB 8.1219297e-05
2,799 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 8.109137e-05
2,963 Subgraph Matching: on Compression and Computation 2018 VLDB 7.8061004e-05
3,034 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6737281e-05
3,119 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.5393376e-05
3,756 Computing Graph Edit Distance via Neural Graph Matching 2023 VLDB 6.781373e-05
3,851 TaGSim: Type-aware Graph Similarity Learning and Computation 2022 VLDB 6.6999444e-05
4,554 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.0839934e-05
5,968 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.2469955e-05
6,715 Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks 2024 SIGMOD 4.9464666e-05
8,072 Computing Approximate Graph Edit Distance via Optimal Transport 2025 SIGMOD 4.5890162e-05
8,809 Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks 2024 VLDB 4.4401156e-05
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