HyperAI超神经

首页算力平台文档资讯论文教程数据集百科 SOTA LLM 模型天梯 GPU 天梯顶会

中文

HyperAI超神经

节点分类

Node Classification 是图数据分析中的机器学习任务，旨在根据节点属性及其之间的关系预测图中节点的未知属性。该任务通过图神经网络等模型实现，性能通常使用 Accuracy 和 F1 等指标在 Cora、Citeseer 和 Pubmed 等基准数据集上进行评估。Node Classification 在社交网络分析、推荐系统和生物信息学等领域具有重要应用价值。

CiteSeer with Public Split: fixed 20 nodes per class

Chameleon (60%/20%/20% random splits)

Film (60%/20%/20% random splits)

Squirrel (60%/20%/20% random splits)

PubMed with Public Split: fixed 20 nodes per class

PubMed (60%/20%/20% random splits)

Texas (60%/20%/20% random splits)

Cora with Public Split: fixed 20 nodes per class

Cornell (60%/20%/20% random splits)

Wisconsin (60%/20%/20% random splits)

CiteSeer (60%/20%/20% random splits)

Cora (60%/20%/20% random splits)

Cora (48%/32%/20% fixed splits)

Citeseer (48%/32%/20% fixed splits)

PubMed (48%/32%/20% fixed splits)

Truncated Krylov

Coauthor Physics

JK (Heat Diffusion)

Truncated Krylov

Truncated Krylov

CiteSeer (0.5%)

Truncated Krylov

Amazon Computers

Cora Full-supervised

Cora: fixed 20 node per class

Self-supervised GraphMAE

GNNMoE(GCN-like P)

GCN+GAugM (Zhao et al., 2021)

Pubmed Full-supervised

GraphSAGE+DropEdge

Brazil Air-Traffic

Europe Air-Traffic

GCN_cheby (Kipf and Welling, 2017)

Citeseer Full-supervised

IncepGCN+DropEdge

USA Air-Traffic

DEMO-Net(weight)

DEMO-Net(weight)

ASDNet [ASDNet_ICCV2021]

Squirrel (48%/32%/20% fixed splits)

Chameleon (48%/32%/20% fixed splits)

Cora Full with Public Split

DEMO-Net(weight)

Cornell (48%/32%/20% fixed splits)

Chameleon(60%/20%/20% random splits)

Squirrel(60%/20%/20% random splits)

Cora: fixed 5 node per class

Texas (48%/32%/20% fixed splits)

Wisconsin (48%/32%/20% fixed splits)

Cora: fixed 10 node per class

Telegram (Directed Graph label rate 60%)

Citeseer: fixed 20 node per class

CiteSeer with Public Split: fixed 5 nodes per class

Film(48%/32%/20% fixed splits)

Pubmed random partition

Cora: fixed 20 nodes per class

Citeseer random partition

AMZ Computers: fixed 20 node per class

Pubmed: fixed 20 node per class

Cora random partition

CellTypeGraph Benchmark

plantcelltype-EdgeDeeperGCN