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

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Showing 551–600 of 919 papers

TitleStatusHype
Is Performance of Scholars Correlated to Their Research Collaboration Patterns?Code0
GraphAIR: Graph Representation Learning with Neighborhood Aggregation and InteractionCode0
SoulMate: Short-text author linking through Multi-aspect temporal-textual embedding—0
Clustering in graphs and hypergraphs with categorical edge labelsCode0
Spectral CUSUM for Online Network Structure Change Detection—0
ALOHA: Artificial Learning of Human Attributes for Dialogue AgentsCode0
A Unified Framework for Tuning Hyperparameters in Clustering Problems—0
An adaptive hybrid algorithm for social networks to choose groups with independent members—0
Complex networks based word embeddings—0
A new method for quantifying network cyclic structure to improve community detection—0
Overlapping Community Detection with Graph Neural NetworksCode0
PINE: Universal Deep Embedding for Graph Nodes via Partial Permutation Invariant Set Functions—0
The Power of Communities: A Text Classification Model with Automated Labeling Process Using Network Community Detection—0
Reduced network extremal ensemble learning (RenEEL) scheme for community detection in complex networks—0
Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better—0
Community Detection and Improved Detectability in Multiplex Networks—0
A Multi-Strategy Approach to Overcoming Bias in Community Detection Evaluation—0
Modular structure in labour networks reveals skill basins—0
Graph-based data clustering via multiscale community detection—0
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records—0
A new measure of modularity density for community detection—0
A Distributed Hybrid Community Detection Methodology for Social NetworksCode0
CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent EstimationCode0
Agglomerative Likelihood ClusteringCode0
Improved mutual information measure for classification and community detection—0
Overlapping community detection in networks based on link partitioning and partitioning around medoidsCode0
Embedding-based Silhouette Community DetectionCode0
Hierarchical Clustering Supported by Reciprocal Nearest Neighbors—0
A General Framework for Complex Network-Based Image Segmentation—0
From Node Embedding To Community Embedding : A Hyperbolic ApproachCode0
Simplex2Vec embeddings for community detection in simplicial complexes—0
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI—0
vGraph: A Generative Model for Joint Community Detection and Node Representation LearningCode0
Position-aware Graph Neural NetworksCode0
Unsupervised Co-Learning on G-Manifolds Across Irreducible RepresentationsCode0
Brain-Network Clustering via Kernel-ARMA Modeling and the Grassmannian—0
Attributed Graph Clustering via Adaptive Graph ConvolutionCode0
Graph Learning Network: A Structure Learning AlgorithmCode0
Optimizing Generalized PageRank Methods for Seed-Expansion Community Detection—0
Accuracy-Memory Tradeoffs and Phase Transitions in Belief Propagation—0
Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network ApproachCode0
PercoMCV: A hybrid approach of community detection in social networksCode0
Transient crosslinking kinetics optimize gene cluster interactions—0
Unsupervised Community Detection with Modularity-Based Attention ModelCode0
Semantic flow in language networksCode0
Pair-Matching: Links Prediction with Adaptive Queries—0
Neighbor Similarity Based Agglomerative Method for Community Detection in Networks—0
Learning higher-order sequential structure with cloned HMMs—0
FluidC+: A novel community detection algorithm based on fluid propagation—0
Spectral partitioning of time-varying networks with unobserved edges—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2—Unverified
2CommunityGANF1-score0.09—Unverified
3Ego-SplittingF1-score0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42—Unverified
2CDNMFNMI0.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48—Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67—Unverified