Methods › Graphs › Graph Embeddings
Graph Embeddings
graph embeddings, can be homogeneous graph or heterogeneous graph
Methods
All 44 methods in this collection, most-tagged first. Year is the archive's introduced_year; the archive stores 2000 when it has none, shown here as “–”. Papers counts distinct papers the archive tags with the method. Click a heading to sort.
| LapEigen Laplacian EigenMap | – | 297 |
| Laplacian PE Laplacian Positional Encodings | – | 296 |
| TuckER | – | 183 |
| node2vec | – | 104 |
| TransE | – | 73 |
| DeepWalk | – | 67 |
| HypE Hyperboloid Embeddings | – | 49 |
| GIN Graph Isomorphism Network | – | 43 |
| VERSE VERtex Similarity Embeddings | – | 40 |
| RotatE | – | 29 |
| VGAE Variational Graph Auto Encoder | – | 23 |
| RESCAL RP RESCAL | – | 17 |
| HOPE High-Order Proximity preserved Embedding | – | 16 |
| GIC Graph InfoClust | – | 14 |
| MEI Multi-partition Embedding Interaction | – | 14 |
| RDF2Vec | – | 12 |
| LINE Large-scale Information Network Embedding | – | 9 |
| metapath2vec | – | 9 |
| DAGNN Directed Acyclic Graph Neural Network | – | 6 |
| GraRep Graph Representation with Global structure | – | 5 |
| ComplEx-N3 ComplEx with N3 Regularizer | – | 4 |
| CP-N3 Canonical Tensor Decomposition with N3 Regularizer | – | 3 |
| MNMF Modularity preserving NMF | – | 3 |
| NetMF Network Embedding as Matrix Factorization: | – | 3 |
| SDNE Structural Deep Network Embedding | – | 3 |
| DBGAN Distribution-induced Bidirectional Generative Adversarial Network for Graph Representation Learning | – | 2 |
| MTransE | – | 2 |
| MultiKE Multi-view Knowledge Graph Embedding | – | 2 |
| RREA Relational Reflection Entity Alignment | – | 2 |
| WYS Watch Your Step | – | 2 |
| CP N3 CP with N3 Regularizer | – | 1 |
| CP-N3-RP CP with N3 Regularizer and Relation Prediction | – | 1 |
| CT-Layer Commute Times Layer | – | 1 |
| ComplEx-N3-RP ComplEx with N3 Regularizer and Relation Prediction Objective | – | 1 |
| ED-GNN Medical Entity Disambiguation using Graph Neural Networks | – | 1 |
| GAP-Layer Spectral Gap Rewiring Layer | – | 1 |
| ISNE Inductive Shallow Node Embedding | – | 1 |
| KGRefiner Knowledge Graph Refiner | – | 1 |
| RESCAL-RP RESCAL with Relation Prediction | – | 1 |
| RelDiff | – | 1 |
| SETSe Strain Elevation Tension Spring embedding | – | 1 |
| TuckER-RP TuckER with Relation Prediction | – | 1 |
| WEGL Wasserstein Embedding for Graph Learning | – | 1 |
| RESCAL | – | 0 |