These demos are displayed with detailed descriptions in the documentation: https://stellargraph.readthedocs.io/en/stable/demos/
| Algorithm | Heter. | Dir. | EW | T | NF | NC | LP | Unsup. | Ind. | GC |
|---|---|---|---|---|---|---|---|---|---|---|
| GCN | see RGCN | yes | see T-GCN | yes | demo | demo | US DGI | via Cluster-GCN | demo | |
| Cluster-GCN | yes | yes | demo | yes | DGI | yes | ||||
| RGCN | yes, edges | yes | yes | demo | yes | DGI | ||||
| T-GCN | node features | time series, sequence | demo | |||||||
| GAT | yes | yes | demo | yes | US DGI | via Cluster-GCN | ||||
| SGC | yes | yes | demo | yes | ||||||
| PPNP | yes | yes | demo | yes | US DGI | |||||
| APPNP | yes | yes | demo | yes | US DGI | via Cluster-GCN | ||||
| GraphWave | via unsup. | via unsup. | demo | |||||||
| Attri2Vec | yes | demo | demo | demo | yes | |||||
| GraphSAGE | see HinSAGE | demo | yes | yes | demo | demo | US DGI | demo | ||
| HinSAGE | yes | yes | yes | demo | DGI | yes | ||||
| Node2Vec | demo | via keras gensim | via unsup. | keras gensim | ||||||
| Metapath2Vec | yes | via unsup. | via unsup. | demo | ||||||
| CTDNE | yes | via unsup. | via unsup. | yes | ||||||
| Watch Your Step | yes | via unsup. | via unsup. | demo | ||||||
| ComplEx | yes, edges | yes | via unsup. | demo | yes | |||||
| DistMult | yes, edges | yes | via unsup. | demo | yes | |||||
| DGCNN | yes | yes | demo |
See the root README or each algorithm's documentation for the relevant citation(s).