Top-K Recommendation on Douban-Book (test)
0.1079Recall@10PULSE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PULSEBatch Size=4096, Learning Rate=0.0012026.01 | 0.1079 | 0.1562 | 0.2146 | 0.1238 | 0.133 | 0.1502 | |
| AutoCFBatch Size=4096, Learning Rate=0.0012026.01 | 0.0963 | 0.1389 | 0.1927 | 0.1142 | 0.122 | 0.1382 | |
| MixSGCLBatch Size=4096, Learning Rate=0.0012026.01 | 0.0956 | 0.1399 | 0.1941 | 0.1063 | 0.1155 | 0.1319 | |
| MHCNBatch Size=4096, Learning Rate=0.0012026.01 | 0.0948 | 0.1412 | 0.2001 | 0.1069 | 0.1165 | 0.1345 | |
| GBSRBatch Size=4096, Learning Rate=0.0012026.01 | 0.0935 | 0.1352 | 0.184 | 0.1092 | 0.1167 | 0.1306 | |
| GformerBatch Size=4096, Learning Rate=0.0012026.01 | 0.093 | 0.1349 | 0.1905 | 0.1064 | 0.1149 | 0.1321 | |
| SGILBatch Size=4096, Learning Rate=0.0012026.01 | 0.0917 | 0.135 | 0.1885 | 0.1067 | 0.1146 | 0.1303 | |
| SGLBatch Size=4096, Learning Rate=0.0012026.01 | 0.0894 | 0.1328 | 0.1882 | 0.101 | 0.1104 | 0.1277 | |
| SimGCLBatch Size=4096, Learning Rate=0.0012026.01 | 0.089 | 0.1321 | 0.1896 | 0.1015 | 0.1107 | 0.1286 | |
| LightGCNBatch Size=4096, Learning Rate=0.0012026.01 | 0.0866 | 0.1311 | 0.1915 | 0.0959 | 0.1058 | 0.1244 | |
| DSLBatch Size=4096, Learning Rate=0.001, modified_settings=true2026.01 | 0.0808 | 0.1227 | 0.1776 | 0.0897 | 0.0987 | 0.1157 | |
| LightGCLBatch Size=4096, Learning Rate=0.0012026.01 | 0.08 | 0.1198 | 0.1654 | 0.0937 | 0.102 | 0.1159 | |
| RecDiffBatch Size=4096, Learning Rate=0.001, modified_settings=true2026.01 | 0.0736 | 0.1165 | 0.1724 | 0.083 | 0.0933 | 0.1107 | |
| GDMSRBatch Size=4096, Learning Rate=0.001, modified_settings=true2026.01 | 0.058 | 0.0903 | 0.1406 | 0.0652 | 0.0724 | 0.0875 |