Recommendation on Gowalla (test)
0.192Recall@20BSPM-EM
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| BSPM-EM2022.11 | 0.192 | 0.1597 | — | — | — | — | — | — | — | |
| BSPM-EMvariant=EM2022.10 | 0.192 | 0.1597 | — | — | — | — | — | — | — | |
| NESCLvariant=out2024.02 | 0.1917 | 0.1617 | — | — | — | — | — | — | — | |
| NESCLvariant=in2024.02 | 0.1913 | 0.1617 | — | — | — | — | — | — | — | |
| LinkProp-Multi2022.11 | 0.1908 | 0.1573 | — | — | — | — | — | — | — | |
| BSPM-LM2022.11 | 0.1901 | 0.157 | — | — | — | — | — | — | — | |
| BSPM-LMvariant=LM2022.10 | 0.1901 | 0.1548 | — | — | — | — | — | — | — | |
| SupConvariant=in2024.02 | 0.19 | 0.1607 | — | — | — | — | — | — | — | |
| SupConvariant=out2024.02 | 0.1897 | 0.1605 | — | — | — | — | — | — | — | |
| LT-OCF2022.11 | 0.1875 | 0.1574 | — | — | — | — | — | — | — | |
| LT-OCF2022.10 | 0.1875 | 0.1574 | — | — | — | — | — | — | — | |
| LT-OCFprotocol=all-ranking, ODE solver=RK42021.08 | 0.1875 | 0.1574 | — | — | — | — | — | — | — | |
| HMLET2022.11 | 0.1874 | 0.1589 | — | — | — | — | — | — | — | |
| SimpleX2022.11 | 0.1872 | 0.1557 | — | — | — | — | — | — | — | |
| simpleX2022.10 | 0.1872 | 0.1557 | — | — | — | — | — | — | — | |
| SimpleX2024.02 | 0.1872 | 0.1557 | — | — | — | — | — | — | — | |
| GTN2022.11 | 0.187 | 0.1588 | — | — | — | — | — | — | — | |
| MGDCF2022.11 | 0.1864 | 0.1589 | — | — | — | — | — | — | — | |
| Hetero-MGDCFEmbedding Size=64, Number of Hops=4, alpha=0.1, beta=0.92022.04 | 0.1864 | — | — | — | — | — | — | — | — | |
| UltraGCN2022.11 | 0.1862 | 0.158 | — | — | — | — | — | — | — | |
| UltraGCN2022.10 | 0.1862 | 0.158 | — | — | — | — | — | — | — | |
| UltraGCNEmbedding Size=64, Number of Hops=42022.04 | 0.1862 | — | — | — | — | — | — | — | — | |
| UltraGCN2024.02 | 0.1862 | 0.158 | — | — | — | — | — | — | — | |
| Homo-MGDCFEmbedding Size=64, Number of Hops=2, alpha=0.1, beta=0.92022.04 | 0.186 | — | — | — | — | — | — | — | — | |
| Only BlurringVariant=GF-CF2022.11 | 0.1854 | 0.1518 | — | — | — | — | — | — | — | |
| GF-CF2024.04 | 0.1849 | 0.1518 | — | — | — | — | — | — | — | |
| GF-CF2022.11 | 0.1849 | 0.1518 | — | — | — | — | — | — | — | |
| IMP-GCN2022.11 | 0.1845 | 0.1567 | — | — | — | — | — | — | — | |
| UltraGCNBaseEmbedding Size=64, Number of Hops=42022.04 | 0.1845 | — | — | — | — | — | — | — | — | |
| DGCF2022.11 | 0.1842 | 0.1561 | — | — | — | — | — | — | — | |
| IA-GCN2022.11 | 0.1839 | 0.1562 | — | — | — | — | — | — | — | |
| MF-CCL2022.11 | 0.1837 | 0.1493 | — | — | — | — | — | — | — | |
| Turbo-CF2024.04 | 0.1835 | 0.1531 | — | — | — | — | — | — | — | |
| Turbo-CF-3Filter=polynomially approximated LPF2024.04 | 0.1835 | — | — | — | — | — | — | — | — | |
| SGL-ED2022.11 | 0.1835 | 0.1539 | — | — | — | — | — | — | — | |
| LightGCN2024.04 | 0.183 | 0.1554 | — | — | — | — | — | — | — | |
| LightGCN2022.11 | 0.183 | 0.1554 | — | — | — | — | — | — | — | |
| LightGCN2022.10 | 0.183 | 0.1554 | — | — | — | — | — | — | — | |
| LightGCNEmbedding Size=64, Number of Hops=42022.04 | 0.183 | — | — | — | — | — | — | — | — | |
| LightGCN2024.02 | 0.183 | 0.155 | — | — | — | — | — | — | — | |
| LightGCNprotocol=all-ranking2021.08 | 0.183 | 0.1554 | — | — | — | — | — | — | — | |
| Turbo-CF-1Filter=linear LPF2024.04 | 0.1823 | — | — | — | — | — | — | — | — | |
| LinkProp2022.11 | 0.1814 | 0.1477 | — | — | — | — | — | — | — | |
| DGCF-1embedding size=64, L=1, K=42020.07 | 0.1794 | 0.1521 | — | — | — | — | — | — | — | |
| SGL2024.02 | 0.1787 | 0.151 | — | — | — | — | — | — | — | |
| DeosGCF2022.11 | 0.1784 | 0.1477 | — | — | — | — | — | — | — | |
| Only BlurringVariant=IDL2022.11 | 0.1776 | 0.1489 | — | — | — | — | — | — | — | |
| SSCF2022.10 | 0.1775 | 0.139 | — | — | — | — | — | — | — | |
| EASE^R2022.11 | 0.1765 | 0.1467 | — | — | — | — | — | — | — | |
| YouTubeNet2022.11 | 0.1754 | 0.1473 | — | — | — | — | — | — | — | |
| Turbo-CF-2Filter=second-order LPF2024.04 | 0.174 | — | — | — | — | — | — | — | — | |
| TeacherTeacher→Student=LGCN→LGCN2025.09 | 0.173 | 0.119 | — | 0.1236 | 0.1035 | — | — | — | — | |
| TeacherTeacher→Student=LGCN→MF2025.09 | 0.173 | 0.119 | — | 0.1236 | 0.1035 | — | — | — | — | |
| APPNP2022.11 | 0.1708 | 0.1462 | — | — | — | — | — | — | — | |
| APPNPEmbedding Size=64, Number of Hops=42022.04 | 0.1708 | — | — | — | — | — | — | — | — | |
| LR-GCCF2024.04 | 0.1701 | 0.1452 | — | — | — | — | — | — | — | |
| LR-GCCF2022.11 | 0.1701 | 0.1452 | — | — | — | — | — | — | — | |
| Only BlurringVariant=HE2022.11 | 0.1682 | 0.1331 | — | — | — | — | — | — | — | |
| RCE-KDTeacher→Student=LGCN→LGCN2025.09 | 0.1681 | 0.1163 | — | 0.1196 | 0.1011 | — | — | — | — | |
| RCE-KDTeacher→Student=LGCN→MF2025.09 | 0.1677 | 0.1163 | — | 0.12 | 0.1013 | — | — | — | — | |
| CML2022.11 | 0.167 | 0.1292 | — | — | — | — | — | — | — | |
| TopKGATMethod Category=Our Method2026.01 | 0.166 | 0.1189 | — | — | — | — | — | — | — | |
| DiffRec2024.04 | 0.1653 | 0.1417 | — | — | — | — | — | — | — | |
| LightGCN++Method Category=Non-attention Methods2026.01 | 0.1642 | 0.1175 | — | — | — | — | — | — | — | |
| Multi-VAE2024.04 | 0.1641 | 0.1335 | — | — | — | — | — | — | — | |
| Mult-VAE2022.11 | 0.1641 | 0.1335 | — | — | — | — | — | — | — | |
| Mult-VAEprotocol=all-ranking2021.08 | 0.1641 | 0.1335 | — | — | — | — | — | — | — | |
| Sapling UBtype=user-based2022.10 | 0.164 | 0.1346 | — | — | — | — | — | — | — | |
| HetCompTeacher→Student=LGCN→LGCN2025.09 | 0.1636 | 0.112 | — | 0.115 | 0.0981 | — | — | — | — | |
| DCDTeacher→Student=LGCN→LGCN2025.09 | 0.1631 | 0.1108 | — | 0.1149 | 0.0971 | — | — | — | — | |
| TARecTeacher→Student=LGCN→LGCN2025.09 | 0.163 | 0.1112 | — | 0.1141 | 0.0971 | — | — | — | — | |
| DropEdge2022.11 | 0.1627 | 0.1394 | — | — | — | — | — | — | — | |
| DropEdgeEmbedding Size=64, Number of Hops=42022.04 | 0.1627 | — | — | — | — | — | — | — | — | |
| BPR2024.02 | 0.1627 | 0.1378 | — | — | — | — | — | — | — | |
| RRDTeacher→Student=LGCN→LGCN2025.09 | 0.1627 | 0.1109 | — | 0.1142 | 0.0969 | — | — | — | — | |
| TeacherTeacher→Student=HSTU→HSTU2025.09 | 0.1625 | 0.1063 | — | 0.1124 | 0.0901 | — | — | — | — | |
| TeacherTeacher→Student=HSTU→MF2025.09 | 0.1625 | 0.1063 | — | 0.1124 | 0.0901 | — | — | — | — | |
| RCE-KDTeacher→Student=HSTU→MF2025.09 | 0.1624 | 0.1065 | — | 0.1128 | 0.0905 | — | — | — | — | |
| JKNet2022.11 | 0.1622 | 0.1391 | — | — | — | — | — | — | — | |
| JKNetEmbedding Size=64, Number of Hops=42022.04 | 0.1622 | — | — | — | — | — | — | — | — | |
| LPSFedLoss=BC2026.03 | 0.1621 | 0.0909 | — | — | — | — | — | — | — | |
| MacridVAEembedding size=642020.07 | 0.1618 | 0.1202 | — | — | — | — | — | — | — | |
| Macrid-VAE2022.11 | 0.1618 | 0.1202 | — | — | — | — | — | — | — | |
| HetCompTeacher→Student=LGCN→MF2025.09 | 0.1604 | 0.1103 | — | 0.111 | 0.0943 | — | — | — | — | |
| TARecTeacher→Student=LGCN→MF2025.09 | 0.1603 | 0.11 | — | 0.1112 | 0.095 | — | — | — | — | |
| ReducedGCNMethod Category=Non-attention Methods2026.01 | 0.16 | 0.1136 | — | — | — | — | — | — | — | |
| DCDTeacher→Student=LGCN→MF2025.09 | 0.16 | 0.1098 | — | 0.1123 | 0.0966 | — | — | — | — | |
| LightGCNMethod Category=Non-attention Methods2026.01 | 0.1594 | 0.1129 | — | — | — | — | — | — | — | |
| RCE-KDTeacher→Student=HSTU→HSTU2025.09 | 0.1594 | 0.1058 | — | 0.1106 | 0.0902 | — | — | — | — | |
| CDTeacher→Student=LGCN→LGCN2025.09 | 0.1592 | 0.11 | — | 0.1132 | 0.0951 | — | — | — | — | |
| MFEmbedding Size=64, Number of Hops=42022.04 | 0.1591 | — | — | — | — | — | — | — | — | |
| RankformerMethod Category=Attention-based Methods2026.01 | 0.1589 | 0.1093 | — | — | — | — | — | — | — | |
| RRDTeacher→Student=LGCN→MF2025.09 | 0.1577 | 0.107 | — | 0.1098 | 0.0932 | — | — | — | — | |
| BUIRNB2022.11 | 0.1575 | 0.1301 | — | — | — | — | — | — | — | |
| NGCF2024.04 | 0.157 | 0.1327 | — | — | — | — | — | — | — | |
| NGCF2022.11 | 0.157 | 0.1327 | — | — | — | — | — | — | — | |
| NGCF2022.10 | 0.157 | 0.1327 | — | — | — | — | — | — | — | |
| NGCFEmbedding Size=320, Number of Hops=42022.04 | 0.157 | — | — | — | — | — | — | — | — | |
| ItemKNN2024.02 | 0.157 | 0.1214 | — | — | — | — | — | — | — | |
| NGCFprotocol=all-ranking2021.08 | 0.157 | 0.1327 | — | — | — | — | — | — | — |