Inductive Attributed Community Search: to Learn Communities across Graphs

Summary: IACS: an inductive encoder–decoder framework for attributed community search that learns a shared prior across tasks to generalize to unseen, heterogeneous graphs. Training–adaptation–inference enables few-shot adaptation to new graphs, yielding ~29%/25.6% F1 gains over transductive baselines. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13483
Venue: VLDB
Year: 2024
Pagerank: 4.3067693e-05
Overall Rank: 9,649 | 32.94%
DOI: 10.14778/3675034.3675048

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,656	A Comprehensive Survey and Experimental Study of Learning-based Community Search	2025	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
1,000	Effective Community Search for Large Attributed Graphs	2016	VLDB	0.00014714977
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
2,988	Neural Subgraph Counting with Wasserstein Estimator	2022	SIGMOD	7.7752463e-05
3,370	Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed	2022	VLDB	7.1645471e-05
3,781	A Learned Sketch for Subgraph Counting	2021	SIGMOD	6.7691344e-05
5,530	Efficient Streaming Subgraph Isomorphism with Graph Neural Networks	2021	VLDB	5.4562393e-05
7,408	CommunityAF: An Example-based Community Search Method via Autoregressive Flow	2023	VLDB	4.7325545e-05

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1,000	Effective Community Search for Large Attributed Graphs	2016	VLDB	0.00014714977
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10,591	A Flexible Framework for Query-oriented Interactive Community Search	2025	VLDB	4.1905499e-05
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9,553	Deep Overlapping Community Search via Subspace Embedding	2025	SIGMOD	4.3212967e-05
10,656	A Comprehensive Survey and Experimental Study of Learning-based Community Search	2025	VLDB	4.1905499e-05
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