Efficient Streaming Subgraph Isomorphism with Graph Neural Networks
Summary: Streaming subgraph isomorphism via graph neural embeddings to index subgraphs for continuous queries. Cache-based reuse of prior results speeds up matches on misses and informs cache-management policies via result reusability; validated on real data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Chi Thang Duong (EPFL)
- 2. Trung Dung Hoang (Hanoi University of Science and Technology)
- 3. Hongzhi Yin (University of Queensland)
- 4. Matthias Weidlich (Humboldt University of Berlin)
- 5. Quoc Viet Hung Nguyen (Griffith University)
- 6. Karl Aberer (EPFL)
BibTeX Citation
@article{duong_vldb21,
title = {{Efficient Streaming Subgraph Isomorphism with Graph Neural Networks}},
author = {Duong, Chi Thang and Hoang, Trung Dung and Yin, Hongzhi and Weidlich, Matthias and Nguyen, Quoc Viet Hung and Aberer, Karl},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {5},
pages = {730--742},
doi = {10.14778/3446095.3446097},
url = {https://doi.org/10.14778/3446095.3446097},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,044 | Detecting Logic Bugs of Join Optimizations in DBMS | 2023 | SIGMOD | 9.2663577e-05 |
| 6,261 | EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs | 2023 | SIGMOD | 5.9366952e-05 |
| 8,503 | Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense | 2024 | VLDB | 5.4132367e-05 |
| 9,782 | Inductive Attributed Community Search: to Learn Communities across Graphs | 2024 | VLDB | 5.2209769e-05 |
| 10,354 | Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings | 2026 | SIGMOD | 5.093636e-05 |
| 10,558 | Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration | 2026 | VLDB | 5.093636e-05 |
| 10,780 | SWASH: A Flexible Communication Framework with Sliding Window-Based Cache Sharing for Scalable DGNN Training | 2025 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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