Recommendation on Book-crossing (test)
0.1923Recall@50DCGL
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DCGL2026.05 | 0.1923 | — | — | — | — | — | — | 0.2605 | 0.0979 | 0.1119 | |
| CoLaKG2026.05 | 0.1888 | — | — | — | — | — | — | 0.2512 | 0.0898 | 0.1044 | |
| CIKGRec2026.05 | 0.1791 | — | — | — | — | — | — | 0.2455 | 0.0889 | 0.1041 | |
| RLMRec2026.05 | 0.1682 | — | — | — | — | — | — | 0.2308 | 0.082 | 0.0963 | |
| SimGCL2026.05 | 0.1653 | — | — | — | — | — | — | 0.2211 | 0.086 | 0.0988 | |
| SGL2026.05 | 0.1613 | — | — | — | — | — | — | 0.2154 | 0.086 | 0.0982 | |
| LightGCN2026.05 | 0.1607 | — | — | — | — | — | — | 0.2246 | 0.0765 | 0.0911 | |
| KGAT2026.05 | 0.1564 | — | — | — | — | — | — | 0.2133 | 0.0865 | 0.1004 | |
| KGCL2026.05 | 0.1562 | — | — | — | — | — | — | 0.2049 | 0.0859 | 0.0971 | |
| MCCLK2026.05 | 0.1476 | — | — | — | — | — | — | 0.2039 | 0.0656 | 0.0774 | |
| KGRec2026.05 | 0.1473 | — | — | — | — | — | — | 0.2075 | 0.0699 | 0.0836 | |
| KGIN2026.05 | 0.1468 | — | — | — | — | — | — | 0.2075 | 0.0681 | 0.0819 | |
| CKE2026.05 | 0.1284 | — | — | — | — | — | — | 0.1691 | 0.0708 | 0.0811 | |
| CFKG2026.05 | 0.1216 | — | — | — | — | — | — | 0.1771 | 0.0503 | 0.0617 | |
| KGNN-LS2019.05 | 0.117 | — | — | — | — | 0.045 | 0.082 | 0.149 | — | — | |
| RippleNet2019.05 | 0.107 | — | — | — | — | 0.036 | 0.074 | 0.127 | — | — | |
| LibFM + TransETransE dimension=322019.05 | 0.097 | — | — | — | — | 0.037 | 0.064 | 0.13 | — | — | |
| LibFMdimension={1, 1, 8}, training epochs=502019.05 | 0.092 | — | — | — | — | 0.033 | 0.062 | 0.124 | — | — | |
| CKEembedding dimension=1282019.05 | 0.079 | — | — | — | — | 0.028 | 0.051 | 0.112 | — | — | |
| SVD2019.05 | 0.077 | — | — | — | — | 0.027 | 0.046 | 0.109 | — | — | |
| PERmeta-paths=manually designed user-item-attribute-item2019.05 | 0.064 | — | — | — | — | 0.022 | 0.041 | 0.07 | — | — | |
| AoBPR2019.06 | — | 0.2563 | 0.3916 | 0.1338 | 0.1676 | — | — | — | — | — | |
| BPR2019.06 | — | 0.2425 | 0.3761 | 0.125 | 0.1585 | — | — | — | — | — | |
| CDAE2019.06 | — | 0.2244 | 0.361 | 0.1164 | 0.1506 | — | — | — | — | — | |
| CML2019.06 | — | 0.2885 | 0.4053 | 0.1663 | 0.1956 | — | — | — | — | — | |
| eALS2019.06 | — | 0.1655 | 0.2864 | 0.0791 | 0.1093 | — | — | — | — | — | |
| FISM2019.06 | — | 0.2178 | 0.3938 | 0.1002 | 0.1444 | — | — | — | — | — | |
| NeuMF2019.06 | — | 0.2286 | 0.3747 | 0.1158 | 0.1482 | — | — | — | — | — | |
| TransCF2019.06 | — | 0.3329 | 0.4744 | 0.1865 | 0.2221 | — | — | — | — | — | |
| TransCFaltmechanism=alternative2019.06 | — | 0.2828 | 0.4069 | 0.1578 | 0.189 | — | — | — | — | — | |
| TransCFdotmechanism=dot product2019.06 | — | 0.2802 | 0.3932 | 0.1618 | 0.1903 | — | — | — | — | — |