Hypergraph Benchmarks
Walmart
Structure
1Graphs
88,860Nodes
69,906Edges
11Classes
100Node Feature Dim
Coverage
11-class node classification Walmart co-purchase trip hypergraph node classification (product category, 11 classes). Uses node-hyperedge incidence and the released node features. Clique expansion changes the input by discarding hyperedge identity. Evaluated by Accuracy.
Dataset details
Task
Walmart co-purchase trip hypergraph node classification (product category, 11 classes). The primary catalog metric is Accuracy.
Data
Walmart co-purchase trip hypergraph node classification (product category, 11 classes). The cataloged artifact reports 1 graphs, 11 target classes or tasks.
Features
The release represents higher-order membership with a node-hyperedge incidence relation and supplies node features where available. Some source datasets have no measured features and use documented synthetic features; clique expansion is an alternative representation that discards hyperedge identity.
Splits and evaluation
The catalog records these protocols or variants: Standard split. Evaluation uses Accuracy (higher is better). Exact masks or folds must come from the cited release.
Quirks and pitfalls
Do not silently replace incidence propagation with clique expansion or merge distinct releases sharing a short name. Random synthetic features, split seeds, hyperedge multiplicity, and isolated-node handling can dominate results and must be reported.
Sources
SOTA Progression
new SOTA
matches SOTA at that time
other proposed result
other baseline result
Leaderboard
| # | Model | Accuracy ↑ | Paper |
|---|---|---|---|
| 1 | HealHGNN | 0.6822
±
0.0056 | |
| 2 | ED-HNN | 0.6679
±
0.0041 | |
| 3 | AllSetTransformer | 0.6546
±
0.0025 | |
| 4 | KHGNN | 0.6517
±
0.0079 | |
| 5 | AllDeepSets | 0.6455
±
0.0033 | |
| 6 | PhenomNN | 0.6343
±
0.0043 | |
| 7 | HCHA | 0.6245
±
0.0026 | |
| 8 | HGNN | 0.6200
±
0.0024 | |
| 9 | Deep-HGNN | 0.5864
±
0.0074 | |
| 10 | UniGCNII | 0.5445
±
0.0037 | |
| 11 | CECGN | 0.5444
±
0.0024 | |
| 12 | HNHN | 0.5118
±
0.0035 | |
| 13 | CEGAT | 0.5114
±
0.0056 | |
| 14 | HAN (mini batch) | 0.4857
±
0.0104 | |
| 15 | HNHN | 0.4718
±
0.0035 | |
| 16 | MLP | 0.4551
±
0.0024 | |
| 17 | HyperGCN | 0.4474
±
0.0281 |
SOTA performance
set a new SOTA at the time
matched the SOTA at the time