SOTAVerified

Community Detection

Community Detection is one of the fundamental problems in network analysis, where the goal is to find groups of nodes that are, in some sense, more similar to each other than to the other nodes.

Source: Randomized Spectral Clustering in Large-Scale Stochastic Block Models

Papers

Showing 251275 of 919 papers

TitleStatusHype
Hypergraph Artificial Benchmark for Community Detection (h-ABCD)Code0
Overlapping Community Detection using Dynamic Dilated Aggregation in Deep Residual GCNCode0
Implicit models, latent compression, intrinsic biases, and cheap lunches in community detection0
Detecting Propagators of Disinformation on Twitter Using Quantitative Discursive AnalysisCode0
Cognitive modelling with multilayer networks: Insights, advancements and future challenges0
Trading off Quality for Efficiency of Community Detection: An Inductive Method across Graphs0
Towards Direct Comparison of Community Structures in Social Networks0
Community Detection in Multi-frequency EEG Networks0
Exact Recovery of Community Detection in dependent Gaussian Mixture Models0
A cost-based multi-layer network approach for the discovery of patient phenotypes0
Bayan Algorithm: Detecting Communities in Networks Through Exact and Approximate Optimization of Modularity0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers0
Dynamic Network Sampling for Community Detection0
Community Detection in the Hypergraph SBM: Exact Recovery Given the Similarity Matrix0
META-CODE: Community Detection via Exploratory Learning in Topologically Unknown Networks0
Predicting the Biological Classification of Cell-Cycle Regulated Genes of Saccharomyces cerevisiae using Community Detection Algorithms on Gene Co-expression Networks0
Network analysis of a complex disease: the gut microbiota in the inflammatory bowel disease case0
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs0
Network strategies to study Epstein-Barr virus associated carcinomas and potential etiological mechanisms for oncogenesis0
20 years of network community detection0
Minimax Rates for Robust Community Detection0
Communities in C.elegans connectome through the prism of non-backtracking walksCode0
Edge Augmentation on Disconnected Graphs via Eigenvalue Elevation0
Signed Network Embedding with Application to Simultaneous Detection of Communities and Anomalies0
GCN-based Multi-task Representation Learning for Anomaly Detection in Attributed Networks0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2Unverified
2CommunityGANF1-score0.09Unverified
3Ego-SplittingF1-score0.04Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42Unverified
2CDNMFNMI0.4Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67Unverified