Efficient Unsupervised Community Search with Pre-trained Graph Transformer
Summary: TransZero: pre-trained graph Transformer for zero-label community search, using personalization and link self-supervised losses to learn node embeddings. Query uses embedding similarity plus an expected-gain criterion for threshold-free extraction; efficient unsupervised algorithms yield superior performance on 10 datasets. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jianwei Wang
- 2. Kai Wang
- 3. Xuemin Lin
- 4. Wenjie Zhang
- 5. Ying Zhang
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,527 | Simpler is More: Efficient Top-K Nearest Neighbors Search on Large Road Networks | 2024 | VLDB | 4.4937074e-05 |
| 9,405 | Common Neighborhood Estimation over Bipartite Graphs under Local Differential Privacy | 2024 | SIGMOD | 4.3441378e-05 |
| 9,553 | Deep Overlapping Community Search via Subspace Embedding | 2025 | SIGMOD | 4.3254416e-05 |
| 10,157 | Efficient and Effective Biclique Counting with Local Differential Privacy | 2026 | SIGMOD | 4.1945683e-05 |
| 10,552 | Synergetic Community Search over Large Multilayer Graphs | 2025 | VLDB | 4.1945683e-05 |
| 10,648 | A Comprehensive Survey and Experimental Study of Learning-based Community Search | 2025 | VLDB | 4.1945683e-05 |
| 10,675 | On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message Passing | 2025 | VLDB | 4.1945683e-05 |
| 10,843 | Machine Learning for Graph Data Management and Query Processing | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 15 of 15 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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