Author Disambiguation on OAG
0.852NDCGHGT+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 | 0.852 | 0.688 | |
| HGT-RTE+HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=True, # of Parameters=7.44M, Batch Time=1.48s2020.03 | 0.847 | 0.683 | |
| HGT+RTE-HeterRelative Temporal Encoding=True, Heterogeneous Message/Attention=False, # of Parameters=3.88M, Batch Time=1.14s2020.03 | 0.841 | 0.674 | |
| HGT-RTE-HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=False, # of Parameters=3.12M, Batch Time=1.11s2020.03 | 0.835 | 0.668 | |
| HAN# of Parameters=9.45M, Batch Time=2.27s2020.03 | 0.821 | 0.66 | |
| HetGNN# of Parameters=8.41M, Batch Time=1.35s2020.03 | 0.803 | 0.649 | |
| GAT# of Parameters=1.69M, Batch Time=0.97s2020.03 | 0.797 | 0.645 | |
| RGCN# of Parameters=8.80M, Batch Time=1.24s2020.03 | 0.755 | 0.619 | |
| GCN# of Parameters=1.69M, Batch Time=0.46s2020.03 | 0.738 | 0.612 |