An Optimal and Progressive Approach to Online Search of Top-K Influential Communities
Summary: Proposes an instance-optimal online search, LocalSearch, for top-k influential communities without indices; runtime scales with the smallest subgraph accessed. Progressive, influence-ordered reporting (no k) and support for other cohesiveness measures; experiments show major speedups over online baselines. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Fei Bi
- 2. Lijun Chang
- 3. Xuemin Lin
- 4. Wenjie Zhang
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,972 | Efficient Size-Bounded Community Search over Large Networks | 2021 | VLDB | 6.5724209e-05 |
| 4,843 | Butterfly-Core Community Search over Labeled Graphs | 2021 | VLDB | 5.8767265e-05 |
| 5,620 | Influential Community Search over Large Heterogeneous Information Networks | 2023 | VLDB | 5.4066581e-05 |
| 7,287 | Topic-based Community Search over Spatial-Social Networks | 2020 | VLDB | 4.7697047e-05 |
| 8,236 | Hunting Temporal Bumps in Graphs with Dynamic Vertex Properties | 2022 | SIGMOD | 4.5475127e-05 |
| 10,076 | Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements | 2026 | SIGMOD | 4.1905499e-05 |
| 10,159 | Efficient Influential Community Search over Dynamic Graphs | 2026 | SIGMOD | 4.1905499e-05 |
| 10,240 | Effective Durable Community Search in Large Temporal Graph | 2026 | VLDB | 4.1905499e-05 |
| 11,305 | Density Personalized Group Query | 2023 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8 | Optimal Aggregation Algorithms for Middleware [Extended Abstract] | 2001 | PODS | 0.0015436578 |
| 284 | Querying K-Truss Community in Large and Dynamic Graphs | 2014 | SIGMOD | 0.00029014359 |
| 1,014 | Robust Local Community Detection: On Free Rider Effect and Its Elimination | 2015 | VLDB | 0.00014631717 |
| 1,256 | Influential Community Search in Large Networks | 2015 | VLDB | 0.00013009097 |
| 1,548 | Approximate Closest Community Search in Networks | 2016 | VLDB | 0.0001141271 |
| 2,516 | Fast Hierarchy Construction for Dense Subgraphs | 2017 | VLDB | 8.6114467e-05 |
| 3,857 | Index-based Optimal Algorithms for Computing Steiner Components with Maximum Connectivity | 2015 | SIGMOD | 6.6924202e-05 |
| 6,206 | Efficiently Computing k-Edge Connected Components via Graph Decomposition | 2013 | SIGMOD | 5.1522897e-05 |
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