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: 7080
Venue: SIGMOD
Year: 2025
Pagerank: 5.3113542e-05
Overall Rank: 5,827 | 59.47%
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	4.1945683e-05
10,732	Effective and Efficient Attributed Hypergraph Embedding on Nodes and Hyperedges	2025	VLDB	4.1945683e-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
313	Graph Clustering Based on Structural/Attribute Similarities	2009	VLDB	0.00028097557
1,474	Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank	2020	VLDB	0.00011825229
2,537	BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart	2017	SIGMOD	8.5834428e-05
3,817	A Particle-and-Density Based Evolutionary Clustering Method for Dynamic Networks	2009	VLDB	6.730222e-05
5,478	MEGA: Multi-View Semi-Supervised Clustering of Hypergraphs	2020	VLDB	5.4851612e-05
7,849	Demystifying Graph Sparsification Algorithms in Graph Properties Preservation	2024	VLDB	4.6362484e-05
7,850	Efficient and Effective Attributed Hypergraph Clustering via K-Nearest Neighbor Augmentation	2023	SIGMOD	4.6362484e-05
11,211	Modularity-based Hypergraph Clustering: Random Hypergraph Model, Hyperedge-cluster Relation, and Computation	2023	SIGMOD	4.1945683e-05

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Overall Rank	Paper	Year	Venue	Pagerank
13,091	Multi-Level Graph Representation Learning Through Predictive Community-based Partitioning	2025	SIGMOD	-
2,807	A Model-based Approach to Attributed Graph Clustering	2012	SIGMOD	8.0905959e-05
9,146	Accelerating Core Decomposition in Billion-Scale Hypergraphs	2025	SIGMOD	4.3849295e-05
10,945	Efficient High-Quality Clustering for Large Bipartite Graphs	2024	SIGMOD	4.1945683e-05
5,478	MEGA: Multi-View Semi-Supervised Clustering of Hypergraphs	2020	VLDB	5.4851612e-05
10,871	Efficient Computation of Hyper-triangles on Hypergraphs	2025	VLDB	4.1945683e-05
313	Graph Clustering Based on Structural/Attribute Similarities	2009	VLDB	0.00028097557
11,211	Modularity-based Hypergraph Clustering: Random Hypergraph Model, Hyperedge-cluster Relation, and Computation	2023	SIGMOD	4.1945683e-05
10,732	Effective and Efficient Attributed Hypergraph Embedding on Nodes and Hyperedges	2025	VLDB	4.1945683e-05
7,850	Efficient and Effective Attributed Hypergraph Clustering via K-Nearest Neighbor Augmentation	2023	SIGMOD	4.6362484e-05