Author Disambiguation on CS
89.4NDCGHGT+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 | 89.4 | 73.2 | |
| HGT-RTE+HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=True, # of Parameters=7.44M, Batch Time=1.48s2020.03 | 88.6 | 72.7 | |
| HGT+RTE-HeterRelative Temporal Encoding=True, Heterogeneous Message/Attention=False, # of Parameters=3.88M, Batch Time=1.14s2020.03 | 87.5 | 71.2 | |
| HGT-RTE-HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=False, # of Parameters=3.12M, Batch Time=1.11s2020.03 | 86.7 | 70.3 | |
| GAT# of Parameters=1.69M, Batch Time=0.97s2020.03 | 86.4 | 69.4 | |
| HAN# of Parameters=9.45M, Batch Time=2.27s2020.03 | 85.9 | 68.8 | |
| HetGNN# of Parameters=8.41M, Batch Time=1.35s2020.03 | 85 | 66.8 | |
| RGCN# of Parameters=8.80M, Batch Time=1.24s2020.03 | 83.5 | 66.5 | |
| GCN# of Parameters=1.69M, Batch Time=0.46s2020.03 | 82.6 | 66.1 |