On Graph Representation for Attributed Hypergraph Clustering

Summary: AHRC provides cluster-number-free hypergraph representation merging topology with attributes. A multi-hop modularity objective plus sparsification enables scalable, high-quality clustering and boosts SOTA contrastive hypergraph methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7081
Venue: SIGMOD
Year: 2025
Pagerank: 6.1208209e-05
Overall Rank: 5,872 | 59.20%
DOI: 10.1145/3709741

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,060	Categorical Data Clustering via Value Order Estimated Distance Metric Learning	2026	SIGMOD	5.1725247e-05
10,739	Effective and Efficient Attributed Hypergraph Embedding on Nodes and Hyperedges	2025	VLDB	5.1725247e-05

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
348	Graph Clustering Based on Structural/Attribute Similarities	2009	VLDB	0.00020607546
1,948	Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank	2020	VLDB	9.5128196e-05
2,075	BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart	2017	SIGMOD	9.2806253e-05
5,131	A Particle-and-Density Based Evolutionary Clustering Method for Dynamic Networks	2009	VLDB	6.4171635e-05
5,448	MEGA: Multi-View Semi-Supervised Clustering of Hypergraphs	2020	VLDB	6.2836606e-05
8,058	Demystifying Graph Sparsification Algorithms in Graph Properties Preservation	2024	VLDB	5.555076e-05
8,059	Efficient and Effective Attributed Hypergraph Clustering via K-Nearest Neighbor Augmentation	2023	SIGMOD	5.555076e-05
11,213	Modularity-based Hypergraph Clustering: Random Hypergraph Model, Hyperedge-cluster Relation, and Computation	2023	SIGMOD	5.1725247e-05

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Overall Rank	Paper	Year	Venue	Pagerank
13,105	Multi-Level Graph Representation Learning Through Predictive Community-based Partitioning	2025	SIGMOD	-
2,604	A Model-based Approach to Attributed Graph Clustering	2012	SIGMOD	8.4235805e-05
9,160	Accelerating Core Decomposition in Billion-Scale Hypergraphs	2025	SIGMOD	5.371468e-05
10,948	Efficient High-Quality Clustering for Large Bipartite Graphs	2024	SIGMOD	5.1725247e-05
5,448	MEGA: Multi-View Semi-Supervised Clustering of Hypergraphs	2020	VLDB	6.2836606e-05
10,875	Efficient Computation of Hyper-triangles on Hypergraphs	2025	VLDB	5.1725247e-05
348	Graph Clustering Based on Structural/Attribute Similarities	2009	VLDB	0.00020607546
11,213	Modularity-based Hypergraph Clustering: Random Hypergraph Model, Hyperedge-cluster Relation, and Computation	2023	SIGMOD	5.1725247e-05
10,739	Effective and Efficient Attributed Hypergraph Embedding on Nodes and Hyperedges	2025	VLDB	5.1725247e-05
8,059	Efficient and Effective Attributed Hypergraph Clustering via K-Nearest Neighbor Augmentation	2023	SIGMOD	5.555076e-05