Paper-Venue Prediction on OAG
0.355NDCGHGT+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 | 0.355 | 0.247 | |
| HGT-RTE+HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=True, # of Parameters=7.44M, Batch Time=1.48s2020.03 | 0.353 | 0.243 | |
| HGT+RTE-HeterRelative Temporal Encoding=True, Heterogeneous Message/Attention=False, # of Parameters=3.88M, Batch Time=1.14s2020.03 | 0.341 | 0.233 | |
| HGT-RTE-HeterRelative Temporal Encoding=False, Heterogeneous Message/Attention=False, # of Parameters=3.12M, Batch Time=1.11s2020.03 | 0.334 | 0.229 | |
| HAN# of Parameters=9.45M, Batch Time=2.27s2020.03 | 0.327 | 0.214 | |
| GAT# of Parameters=1.69M, Batch Time=0.97s2020.03 | 0.317 | 0.196 | |
| RGCN# of Parameters=8.80M, Batch Time=1.24s2020.03 | 0.313 | 0.193 | |
| HetGNN# of Parameters=8.41M, Batch Time=1.35s2020.03 | 0.309 | 0.192 | |
| GCN# of Parameters=1.69M, Batch Time=0.46s2020.03 | 0.302 | 0.194 |