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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 of 919 papers

TitleStatusHype
Gossip and Attend: Context-Sensitive Graph Representation LearningCode0
Hypergraph Artificial Benchmark for Community Detection (h-ABCD)Code0
Coupled Graphs and Tensor Factorization for Recommender Systems and Community DetectionCode0
On spectral algorithms for community detection in stochastic blockmodel graphs with vertex covariatesCode0
Contextual Stochastic Block Model: Sharp Thresholds and Contiguity—0
Content-driven, unsupervised clustering of news articles through multiscale graph partitioning—0
Big Networks: A Survey—0
ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster Reporting—0
BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs—0
Analyzing Modularity Maximization in Approximation, Heuristic, and Graph Neural Network Algorithms for Community Detection—0
Community detection for weighted bipartite networks—0
Exact Recovery of Community Structures Using DeepWalk and Node2vec—0
Bias-Corrected Joint Spectral Embedding for Multilayer Networks with Invariant Subspace: Entrywise Eigenvector Perturbation and Inference—0
Analysis of spectral clustering algorithms for community detection: the general bipartite setting—0
A data-driven rutting depth short-time prediction model with metaheuristic optimization for asphalt pavements based on RIOHTrack—0
Consistency of Lloyd's Algorithm Under Perturbations—0
Connectivity in Random Annulus Graphs and the Geometric Block Model—0
Beyond the network of plants volatile organic compounds—0
Connected Subgraph Detection with Mirror Descent on SDPs—0
Benchmarking Evolutionary Community Detection Algorithms in Dynamic Networks—0
Computational Lower Bounds for Graphon Estimation via Low-degree Polynomials—0
Computational Lower Bounds for Community Detection on Random Graphs—0
Complex networks based word embeddings—0
Comparative Analysis of Community Detection Algorithms on the SNAP Social Circles Dataset—0
Bayesian estimation from few samples: community detection and related problems—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