Paper-Field (L2) Classification on OAG
0.367NDCGHGT+RTE+Heter
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HGT+RTE+HeterRelative Temporal Encoding=True, Heterogeneous Message/Attention=True, # of Parameters=8.20M, Batch Time=1.50s2020.03 | 0.367 | 0.378 | |
| HGT-RTE+HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=True, # of Parameters=7.44M, Batch Time=1.48s2020.03 | 0.358 | 0.371 | |
| HGT+RTE-HeterRelative Temporal Encoding=True, Heterogeneous Message/Attention=False, # of Parameters=3.88M, Batch Time=1.14s2020.03 | 0.354 | 0.369 | |
| HGT-RTE-HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=False, # of Parameters=3.12M, Batch Time=1.11s2020.03 | 0.35 | 0.362 | |
| HAN# of Parameters=9.45M, Batch Time=2.27s2020.03 | 0.342 | 0.358 | |
| GAT# of Parameters=1.69M, Batch Time=0.97s2020.03 | 0.339 | 0.348 | |
| HetGNN# of Parameters=8.41M, Batch Time=1.35s2020.03 | 0.336 | 0.35 | |
| RGCN# of Parameters=8.80M, Batch Time=1.24s2020.03 | 0.328 | 0.332 | |
| GCN# of Parameters=1.69M, Batch Time=0.46s2020.03 | 0.318 | 0.322 |