ML Research Wiki / Benchmarks / Link Prediction / Citeseer

Citeseer

Link Prediction Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 NESS NESS: Node Embeddings from Static SubGraphs 99.50 2023-03-15 📦 AstraZeneca/NESS
2 VGNAE Variational Graph Normalized Auto-Encoders 97.10 2021-08-18 📦 SeongJinAhn/VGNAE
3 GNAE Variational Graph Normalized Auto-Encoders 97.00 2021-08-18 📦 SeongJinAhn/VGNAE
4 Graph InfoClust (GIC) Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning 96.80 2020-09-15 📦 cmavro/Graph-InfoClust-GIC 📦 cmavro/HeMI
5 Walkpooling Neural Link Prediction with Walk Pooling 96.04 2021-10-08 📦 dadacheng/walkpooling
6 S-VGAE Hyperspherical Variational Auto-Encoders 95.20 2018-04-03 📦 clementchadebec/benchmark_VAE 📦 nicola-decao/s-vae-pytorch 📦 nicola-decao/s-vae
7 ARGE Adversarially Regularized Graph Autoencoder for Graph Embedding 93.00 2018-02-13 📦 Ruiqi-Hu/ARGA 📦 basiralab/HCAE 📦 basiralab/HADA 📦 basiralab/LG-DADA
8 Variational graph auto-encoders Variational Graph Auto-Encoders 91.40 2016-11-21 📦 dmlc/dgl 📦 tkipf/gae 📦 pygod-team/pygod
9 sGraphite-VAE Graphite: Iterative Generative Modeling of Graphs 0.00 2018-03-28 📦 ermongroup/graphite
10 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

All Papers (12)

AstraZeneca/NESS
SeongJinAhn/VGNAE
SeongJinAhn/VGNAE
cmavro/Graph-InfoClust-GIC cmavro/HeMI
dadacheng/walkpooling
clementchadebec/benchmark_VAE nicola-decao/s-vae-pytorch
Ruiqi-Hu/ARGA basiralab/HCAE

Variational Graph Auto-Encoders

2016
Variational graph auto-encoders
dmlc/dgl tkipf/gae
ermongroup/graphite
DeepGraphLearning/NBFNet fs302/EasyLink fs302/EasyLink
bluer555/KernelGCN
vuptran/graph-representation-learning