Paper-Field (L1) Classification on Med
70.9NDCGHGT+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 | 70.9 | 68.8 | |
| HGT-RTE+HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=True, # of Parameters=7.44M, Batch Time=1.48s2020.03 | 68.3 | 65.9 | |
| HGT+RTE-HeterRelative Temporal Encoding=True, Heterogeneous Message/Attention=False, # of Parameters=3.88M, Batch Time=1.14s2020.03 | 66.7 | 64.2 | |
| HGT-RTE-HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=False, # of Parameters=3.12M, Batch Time=1.11s2020.03 | 65.4 | 62 | |
| HAN# of Parameters=9.45M, Batch Time=2.27s2020.03 | 60.7 | 57.5 | |
| HetGNN# of Parameters=8.41M, Batch Time=1.35s2020.03 | 59.8 | 50.9 | |
| GAT# of Parameters=1.69M, Batch Time=0.97s2020.03 | 58.4 | 49.3 | |
| RGCN# of Parameters=8.80M, Batch Time=1.24s2020.03 | 57.1 | 47 | |
| GCN# of Parameters=1.69M, Batch Time=0.46s2020.03 | 56 | 46.5 |