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 |
|---|---|---|---|---|
| 284 | Querying K-Truss Community in Large and Dynamic Graphs | 2014 | SIGMOD | 0.00029014359 |
| 354 | Local Search of Communities in Large Graphs | 2014 | SIGMOD | 0.00026253833 |
| 370 | Online Search of Overlapping Communities | 2013 | SIGMOD | 0.00025391823 |
| 1,000 | Effective Community Search for Large Attributed Graphs | 2016 | VLDB | 0.00014714977 |
| 1,529 | Truss-based Community Search: a Truss-equivalence Based Indexing Approach | 2017 | VLDB | 0.00011484853 |
| 1,548 | Approximate Closest Community Search in Networks | 2016 | VLDB | 0.0001141271 |
| 1,645 | Attribute-Driven Community Search | 2017 | VLDB | 0.00011027616 |
| 2,901 | ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network | 2021 | VLDB | 7.9448215e-05 |
| 3,781 | A Learned Sketch for Subgraph Counting | 2021 | SIGMOD | 6.7691344e-05 |
| 3,857 | Index-based Optimal Algorithms for Computing Steiner Components with Maximum Connectivity | 2015 | SIGMOD | 6.6924202e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,000 | Effective Community Search for Large Attributed Graphs | 2016 | VLDB | 0.00014714977 |
| 7,408 | CommunityAF: An Example-based Community Search Method via Autoregressive Flow | 2023 | VLDB | 4.7325545e-05 |
| 7,287 | Topic-based Community Search over Spatial-Social Networks | 2020 | VLDB | 4.7697047e-05 |
| 9,553 | Deep Overlapping Community Search via Subspace Embedding | 2025 | SIGMOD | 4.3212967e-05 |
| 1,645 | Attribute-Driven Community Search | 2017 | VLDB | 0.00011027616 |
| 6,259 | Neural Attributed Community Search at Billion Scale | 2023 | SIGMOD | 5.1305787e-05 |
| 10,591 | A Flexible Framework for Query-oriented Interactive Community Search | 2025 | VLDB | 4.1905499e-05 |
| 10,656 | A Comprehensive Survey and Experimental Study of Learning-based Community Search | 2025 | VLDB | 4.1905499e-05 |
| 2,901 | ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network | 2021 | VLDB | 7.9448215e-05 |
| 9,649 | Inductive Attributed Community Search: to Learn Communities across Graphs | 2024 | VLDB | 4.3067693e-05 |