Efficient Tree-SVD for Subset Node Embedding over Large Dynamic Graphs
Summary: Tree-SVD fuses sparse randomized SVD with hierarchical SVD to efficiently update subset embeddings on large dynamic graphs. A lazy-update strategy updates only sub-matrices that change significantly (Frobenius norm), with theoretical guarantees and strong results on node classification and link prediction. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xinyu Du (Chinese University of Hong Kong)
- 2. Xingyi Zhang (Chinese University of Hong Kong)
- 3. Sibo Wang (Chinese University of Hong Kong)
- 4. Zengfeng Huang (Fudan University)
BibTeX Citation
@inproceedings{du_sigmod23,
title = {{Efficient Tree-SVD for Subset Node Embedding over Large Dynamic Graphs}},
author = {Du, Xinyu and Zhang, Xingyi and Wang, Sibo and Huang, Zengfeng},
series = {{SIGMOD} '23},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3588950},
url = {https://dl.acm.org/doi/10.1145/3588950},
year = {2023}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,714 | Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme | 2023 | SIGMOD | 6.5497309e-05 |
| 10,620 | Understanding Evolving Graph Structures for Large Discrete-Time Dynamic Graph Representation | 2026 | VLDB | 5.093636e-05 |
| 10,943 | Lighter-X: An Efficient and Plug-and-play Strategy for Graph-based Recommendation through Decoupled Propagation | 2025 | VLDB | 5.093636e-05 |
| 11,108 | Efficient Graph Embedding Generation and Update for Large-Scale Temporal Graph | 2025 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,968 | Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank | 2020 | VLDB | 9.3752727e-05 |
| 2,225 | HubPPR: Effective Indexing for Approximate Personalized PageRank | 2017 | VLDB | 8.9183159e-05 |
| 3,828 | FREDE: Anytime Graph Embeddings | 2021 | VLDB | 7.0903874e-05 |
| 3,892 | Massively Parallel Algorithms for Personalized PageRank | 2021 | VLDB | 7.0430255e-05 |
| 4,024 | TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs | 2018 | SIGMOD | 6.9479974e-05 |
| 4,714 | Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme | 2023 | SIGMOD | 6.5497309e-05 |
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