Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed
Summary: Proposes QD-GNN and AQD-GNN for Community Search and Attributed CS, merging query-driven local structure with global embeddings; models attributes via a bipartite graph to capture structure–attribute relations. Uses a Feature Fusion operator and an interactive setting to jointly infer communities, delivering 2.37% and 6.29% F1-score gains over baselines (no-attr, attr). (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yuli Jiang
- 2. Yu Rong
- 3. Hong Cheng
- 4. Xin Huang
- 5. Kangfei Zhao
- 6. Junzhou Huang
Incoming Citations (Sorted by Pagerank)
Showing 16 of 16 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 283 | Querying K-Truss Community in Large and Dynamic Graphs | 2014 | SIGMOD | 0.00029041257 |
| 353 | Local Search of Communities in Large Graphs | 2014 | SIGMOD | 0.00026277992 |
| 370 | Online Search of Overlapping Communities | 2013 | SIGMOD | 0.00025415479 |
| 999 | Effective Community Search for Large Attributed Graphs | 2016 | VLDB | 0.00014726563 |
| 1,530 | Truss-based Community Search: a Truss-equivalence Based Indexing Approach | 2017 | VLDB | 0.00011495611 |
| 1,550 | Approximate Closest Community Search in Networks | 2016 | VLDB | 0.00011423628 |
| 1,645 | Attribute-Driven Community Search | 2017 | VLDB | 0.00011037459 |
| 2,897 | ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network | 2021 | VLDB | 7.9450406e-05 |
| 3,778 | A Learned Sketch for Subgraph Counting | 2021 | SIGMOD | 6.7747398e-05 |
| 3,854 | Index-based Optimal Algorithms for Computing Steiner Components with Maximum Connectivity | 2015 | SIGMOD | 6.6988744e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 999 | Effective Community Search for Large Attributed Graphs | 2016 | VLDB | 0.00014726563 |
| 7,409 | CommunityAF: An Example-based Community Search Method via Autoregressive Flow | 2023 | VLDB | 4.7370979e-05 |
| 7,290 | Topic-based Community Search over Spatial-Social Networks | 2020 | VLDB | 4.7742854e-05 |
| 9,553 | Deep Overlapping Community Search via Subspace Embedding | 2025 | SIGMOD | 4.3254416e-05 |
| 1,645 | Attribute-Driven Community Search | 2017 | VLDB | 0.00011037459 |
| 6,259 | Neural Attributed Community Search at Billion Scale | 2023 | SIGMOD | 5.1355079e-05 |
| 10,582 | A Flexible Framework for Query-oriented Interactive Community Search | 2025 | VLDB | 4.1945683e-05 |
| 10,648 | A Comprehensive Survey and Experimental Study of Learning-based Community Search | 2025 | VLDB | 4.1945683e-05 |
| 2,897 | ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network | 2021 | VLDB | 7.9450406e-05 |
| 9,648 | Inductive Attributed Community Search: to Learn Communities across Graphs | 2024 | VLDB | 4.3109001e-05 |