ML Research Wiki / Benchmarks / Link Prediction / Cora

Cora

Link Prediction Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 Variational graph auto-encoders Variational Graph Auto-Encoders 92.00 2016-11-21 📦 dmlc/dgl 📦 tkipf/gae 📦 pygod-team/pygod
2 NESS NESS: Node Embeddings from Static SubGraphs 0.00 2023-03-15 📦 AstraZeneca/NESS
3 Walkpooling Neural Link Prediction with Walk Pooling 0.00 2021-10-08 📦 dadacheng/walkpooling
4 NBFNet Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction 0.00 2021-06-13 📦 DeepGraphLearning/NBFNet 📦 fs302/EasyLink 📦 fs302/EasyLink
5 GNAE Variational Graph Normalized Auto-Encoders 0.00 2021-08-18 📦 SeongJinAhn/VGNAE
6 VGNAE Variational Graph Normalized Auto-Encoders 0.00 2021-08-18 📦 SeongJinAhn/VGNAE
7 S-VGAE Hyperspherical Variational Auto-Encoders 0.00 2018-04-03 📦 clementchadebec/benchmark_VAE 📦 nicola-decao/s-vae-pytorch 📦 nicola-decao/s-vae
8 sGraphite-VAE Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning 0.00 2020-09-15 📦 cmavro/Graph-InfoClust-GIC 📦 cmavro/HeMI
9 BANE Rethinking Kernel Methods for Node Representation Learning on Graphs 0.00 2019-10-06 📦 bluer555/KernelGCN
10 ARGE Adversarially Regularized Graph Autoencoder for Graph Embedding 0.00 2018-02-13 📦 Ruiqi-Hu/ARGA 📦 basiralab/HCAE 📦 basiralab/HADA 📦 basiralab/LG-DADA

All Papers (11)

Variational Graph Auto-Encoders

2016
Variational graph auto-encoders
dmlc/dgl tkipf/gae
AstraZeneca/NESS
dadacheng/walkpooling
DeepGraphLearning/NBFNet fs302/EasyLink fs302/EasyLink
SeongJinAhn/VGNAE
SeongJinAhn/VGNAE
clementchadebec/benchmark_VAE nicola-decao/s-vae-pytorch
cmavro/Graph-InfoClust-GIC cmavro/HeMI
bluer555/KernelGCN
Ruiqi-Hu/ARGA basiralab/HCAE
vuptran/graph-representation-learning