Paper-Field (L2) Classification on CS
40.3NDCGHGT+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 | 40.3 | 43.9 | |
| HGT-RTE+HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=True, # of Parameters=7.44M, Batch Time=1.48s2020.03 | 37.9 | 41.4 | |
| HGT+RTE-HeterRelative Temporal Encoding=True, Heterogeneous Message/Attention=False, # of Parameters=3.88M, Batch Time=1.14s2020.03 | 37.1 | 39.7 | |
| HGT-RTE-HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=False, # of Parameters=3.12M, Batch Time=1.11s2020.03 | 36.2 | 39.4 | |
| GAT# of Parameters=1.69M, Batch Time=0.97s2020.03 | 35.7 | 38.2 | |
| HAN# of Parameters=9.45M, Batch Time=2.27s2020.03 | 35.2 | 38.8 | |
| HetGNN# of Parameters=8.41M, Batch Time=1.35s2020.03 | 34.6 | 37.3 | |
| GCN# of Parameters=1.69M, Batch Time=0.46s2020.03 | 34.4 | 35.3 | |
| RGCN# of Parameters=8.80M, Batch Time=1.24s2020.03 | 32.2 | 34 |