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 201–225 of 919 papers

TitleStatusHype
NISQ-ready community detection based on separation-node identification—0
TxAllo: Dynamic Transaction Allocation in Sharded Blockchain Systems—0
DCC: A Cascade based Approach to Detect Communities in Social Networks—0
The Ties that matter: From the perspective of Similarity Measure in Online Social Networks—0
Direct Comparative Analysis of Nature-inspired Optimization Algorithms on Community Detection Problem in Social Networks—0
Higher-order Knowledge Transfer for Dynamic Community Detection with Great Changes—0
FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders—0
New Frontiers in Graph Autoencoders: Joint Community Detection and Link PredictionCode1
MGTCOM: Community Detection in Multimodal GraphsCode0
A Spectral Analysis of Graph Neural Networks on Dense and Sparse GraphsCode0
Bipartite mixed membership distribution-free model. A novel model for community detection in overlapping bipartite weighted networks—0
Hypergraph Artificial Benchmark for Community Detection (h-ABCD)Code0
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research ChallengesCode1
Overlapping Community Detection using Dynamic Dilated Aggregation in Deep Residual GCNCode0
Implicit models, latent compression, intrinsic biases, and cheap lunches in community detection—0
Detecting Propagators of Disinformation on Twitter Using Quantitative Discursive AnalysisCode0
Region2Vec: Community Detection on Spatial Networks Using Graph Embedding with Node Attributes and Spatial InteractionsCode1
Cognitive modelling with multilayer networks: Insights, advancements and future challenges—0
Trading off Quality for Efficiency of Community Detection: An Inductive Method across Graphs—0
Community Detection in Multi-frequency EEG Networks—0
Towards Direct Comparison of Community Structures in Social Networks—0
Exact Recovery of Community Detection in dependent Gaussian Mixture Models—0
A cost-based multi-layer network approach for the discovery of patient phenotypes—0
Bayan Algorithm: Detecting Communities in Networks Through Exact and Approximate Optimization of Modularity—0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers—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