Node classification DBLP co-authorship hypergraph node classification (research area). Uses node-hyperedge incidence and the released node features. Clique expansion changes the input by discarding hyperedge identity. Evaluated by Accuracy.

Dataset details

Task

DBLP co-authorship hypergraph node classification (research area). The primary catalog metric is Accuracy.

Data

DBLP co-authorship hypergraph node classification (research area). The cataloged artifact reports 1 graphs.

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

#ModelAccuracy ↑Paper
1
HealHGNN
0.9198 ± 0.0031
2
AllSetTransformer
0.9198 ± 0.0018
3
ED-HNN
0.9190 ± 0.0019
4
PhenomNN
0.9186 ± 0.0022
5
Deep-HGNN
0.9176 ± 0.0028
6
UniGCNII
0.9169 ± 0.0019
7
SheafHyperGNN
0.9159 ± 0.0024
8
MPNN
0.9153 ± 0.0023
9
AllSetTransformer
0.9153 ± 0.0023
10
AllDeepSets
0.9127 ± 0.0027
11
KHGNN
0.9121 ± 0.0037
12
HGNN
0.9103 ± 0.0020
13
HCHA
0.9092 ± 0.0022
14
HAN (full batch)
0.9089 ± 0.0023
15
EDGNN
0.9083 ± 0.0025
16
UniGNN2
0.9072 ± 0.0023
17
HyperGCN
0.8938 ± 0.0025
18
CEGAT
0.8859 ± 0.0029
19
CECGN
0.8800 ± 0.0026
20
HNHN
0.8678 ± 0.0029
21
MLP
0.8483 ± 0.0022
SOTA performance set a new SOTA at the time matched the SOTA at the time