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Graph Classification on IMDB

77.7AccuracyHVG+-GIN
49.089656.517363.94571.3727Jan 16, 2025Apr 14, 2025Jul 11, 2025Oct 7, 2025Jan 3, 2026Apr 1, 2026Jun 29, 2026

Evaluation results

MethodLinks
HVG+-GINbackbone=GIN2025.1277.7
HVG-GINbackbone=GIN2025.1277.3
Graclus2025.0177
HVG-GATbackbone=GAT2025.1276.2
HVG+-GATbackbone=GAT2025.1276.2
BN-Pool2025.0176
HVG-GCNbackbone=GCN2025.1275.5
ECPool2025.0175
JBGNN2025.0175
HVG-SAGEbackbone=SAGE2025.1274.9
HVG+-GCNbackbone=GCN2025.1274.8
CONG+backbone=GIN2025.1274.8
CONG+backbone=GAT2025.1274.6
HVG+-SAGEbackbone=SAGE2025.1274.4
k-MIS2025.0174
Top-k2025.0174
HOSC2025.0174
CONGbackbone=GIN2025.1273.2
CONGbackbone=GAT2025.1273.2
MinCut2025.0173
DMoN2025.0173
CONG†backbone=GAT2025.1272.9
CONG†backbone=GraphSage2025.1272.8
BASE-GINbackbone=GIN2025.1272.6
BASE-GATbackbone=GAT2025.1272.6
GIN2025.1272.6
GAT2025.1272.6
GIBbackbone=GCN2025.1272.6
CONGbackbone=GCN2025.1272.4
CONGbackbone=GraphSage2025.1272.4
CONG†backbone=GIN2025.1272.4
CONG+backbone=GraphSage2025.1272.1
GIBbackbone=GraphSage2025.1272
SEP2025.0172
DiffPool2025.0172
GIBbackbone=GAT2025.1271.7
BASE-SAGEbackbone=SAGE2025.1271.5
GraphSage2025.1271.5
CONG+backbone=GCN2025.1271.3
BASE-GCNbackbone=GCN2025.1271
GCN2025.1271
Eigen2025.0171
GIBbackbone=GIN2025.1270.2
CONG†backbone=GCN2025.1270.2
GLIP-MistralCategory=Ours, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0663.72
GLIP-QwenCategory=Ours, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0661.95
TEA-GLM-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0661.85
TEA-GLM-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0660.95
GraphCLCategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0660.85
SimGRACECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0660.15
DGICategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0655.75
LLaGA-QwenCategory=Graph-LLM Method, LLM Backbone=Qwen, Supervision Strategy=Semi-Supervised2026.0655.18
GLIP-QwenEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Qwen2026.0654.51
TEA-GLM-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0653.28
GLIP-MistralEvaluation Protocol=5-shot, Model Category=Ours, Backbone=Mistral2026.0653.09
GraphMAECategory=Graph Pretrain Method, Supervision Strategy=Semi-Supervised2026.0653.08
GraphCLEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0653.07
DGIEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0652.38
LLaGA-MistralCategory=Graph-LLM Method, LLM Backbone=Mistral-7B, Supervision Strategy=Semi-Supervised2026.0652.2
TEA-GLM-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0652.1
SimGRACEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0650.64
LLaGA-MistralEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Mistral2026.0650.55
GraphMAEEvaluation Protocol=5-shot, Model Category=Graph Pretrain Method2026.0650.45
LLaGA-QwenEvaluation Protocol=5-shot, Model Category=Graph-LLM Method, Backbone=Qwen2026.0650.19