SOTAVerified

Link Sign Prediction

Papers

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Showing 1–21 of 21 papers

TitleStatusHype
KAN KAN Buff Signed Graph Neural Networks?—0
Effective and Lightweight Representation Learning for Link Sign Prediction in Signed Bipartite Graphs—0
Graph Spring Neural ODEs for Link Sign Prediction—0
CSGDN: Contrastive Signed Graph Diffusion Network for Predicting Crop Gene-phenotype AssociationsCode0
DropEdge not Foolproof: Effective Augmentation Method for Signed Graph Neural Networks—0
Self-Explainable Graph Transformer for Link Sign PredictionCode1
Adversarial Robustness of Link Sign Prediction in Signed Graphs—0
Enhancing Signed Graph Neural Networks through Curriculum-Based TrainingCode0
SGA: A Graph Augmentation Method for Signed Graph Neural Networks—0
A Signed Subgraph Encoding Approach via Linear Optimization for Link Sign Prediction—0
A Graph Convolution for Signed Directed Graphs—0
Signed Graph Neural Networks: A Frequency Perspective—0
Representation Learning in Continuous-Time Dynamic Signed Networks—0
SSSNET: Semi-Supervised Signed Network ClusteringCode1
wsGAT: Weighted and Signed Graph Attention Networks for Link Prediction—0
Signed Bipartite Graph Neural NetworksCode1
Signed Graph Diffusion Network—0
Decoupled Variational Embedding for Signed Directed NetworksCode0
Learning Opinion Dynamics From Social TracesCode1
Signed Graph Attention NetworksCode1
Deep Network Embedding for Graph Representation Learning in Signed NetworksCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SiGATAUC0.89—Unverified
2SGCN-2AUC0.8—Unverified
#ModelMetricClaimedVerifiedStatus
1SiGATAUC0.93—Unverified
2SGCN-2AUC0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1SiGATAUC0.89—Unverified
2SGCN-2AUC0.8—Unverified