SOTAVerified

Link Sign Prediction

Papers

Showing 121 of 21 papers

TitleStatusHype
SSSNET: Semi-Supervised Signed Network ClusteringCode1
Signed Graph Attention NetworksCode1
Signed Bipartite Graph Neural NetworksCode1
Self-Explainable Graph Transformer for Link Sign PredictionCode1
Learning Opinion Dynamics From Social TracesCode1
Graph Spring Neural ODEs for Link Sign Prediction0
KAN KAN Buff Signed Graph Neural Networks?0
wsGAT: Weighted and Signed Graph Attention Networks for Link Prediction0
A Graph Convolution for Signed Directed Graphs0
A Signed Subgraph Encoding Approach via Linear Optimization for Link Sign Prediction0
DropEdge not Foolproof: Effective Augmentation Method for Signed Graph Neural Networks0
Effective and Lightweight Representation Learning for Link Sign Prediction in Signed Bipartite Graphs0
Signed Graph Diffusion Network0
Signed Graph Neural Networks: A Frequency Perspective0
Representation Learning in Continuous-Time Dynamic Signed Networks0
Adversarial Robustness of Link Sign Prediction in Signed Graphs0
SGA: A Graph Augmentation Method for Signed Graph Neural Networks0
Deep Network Embedding for Graph Representation Learning in Signed NetworksCode0
Enhancing Signed Graph Neural Networks through Curriculum-Based TrainingCode0
Decoupled Variational Embedding for Signed Directed NetworksCode0
CSGDN: Contrastive Signed Graph Diffusion Network for Predicting Crop Gene-phenotype AssociationsCode0
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Benchmark Results

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