Paper-Field (L1) Classification on CS
71.8NDCGHGT+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 | 71.8 | 82.3 | |
| HGT-RTE+HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=True, # of Parameters=7.44M, Batch Time=1.48s2020.03 | 70.5 | 79.9 | |
| HGT+RTE-HeterRelative Temporal Encoding=True, Heterogeneous Message/Attention=False, # of Parameters=3.88M, Batch Time=1.14s2020.03 | 68.9 | 77.9 | |
| HGT-RTE-HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=False, # of Parameters=3.12M, Batch Time=1.11s2020.03 | 66.2 | 75.1 | |
| GAT# of Parameters=1.69M, Batch Time=0.97s2020.03 | 62.2 | 69.4 | |
| HAN# of Parameters=9.45M, Batch Time=2.27s2020.03 | 61.8 | 69.1 | |
| HetGNN# of Parameters=8.41M, Batch Time=1.35s2020.03 | 61.2 | 68.9 | |
| GCN# of Parameters=1.69M, Batch Time=0.46s2020.03 | 60.8 | 67.9 | |
| RGCN# of Parameters=8.80M, Batch Time=1.24s2020.03 | 60.3 | 68.3 |