Recommendation on Gowalla (Ranking Metrics K=10, K=20)
23.48Recall@20TPSC-FO
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TPSC-FO2026.02 | 23.48 | — | 17.62 | — | — | 16.39 | — | |
| TPSC2026.02 | 23.24 | — | 17.4 | — | — | 16.15 | — | |
| FO2026.02 | 20.07 | — | 13.89 | — | — | 12.62 | — | |
| MixGCF2026.02 | 19.97 | — | 13.93 | — | — | 12.58 | — | |
| DNS(M,N)2026.02 | 19.89 | — | 13.89 | — | — | 12.56 | — | |
| RNS2026.02 | 19.76 | — | 13.59 | — | — | 12.35 | — | |
| AHNS2026.02 | 19.65 | — | 13.66 | — | — | 12.37 | — | |
| DNS2026.02 | 19.64 | — | 13.64 | — | — | 12.45 | — | |
| SRNS2026.02 | 18.52 | — | 12.67 | — | — | 11.47 | — | |
| PLD2026.02 | 14.5 | — | 9.84 | — | — | 8.86 | — | |
| T-CE2026.02 | 14.29 | — | 9.67 | — | — | 8.84 | — | |
| DCF2026.02 | 14.29 | — | 9.63 | — | — | 8.8 | — | |
| DeCA2026.02 | 14.22 | — | 9.73 | — | — | 8.89 | — | |
| R-CE2026.02 | 12.6 | — | 8.42 | — | — | 7.58 | — | |
| SA-CAISR2026.02 | 0.7235 | 0.4685 | 0.6697 | 0.5174 | 0.4722 | 0.5311 | — | |
| Retrain2026.02 | 0.7206 | 0.4642 | 0.662 | 0.5122 | 0.4682 | 0.527 | — | |
| LinRec2026.02 | 0.7186 | 0.4557 | 0.6611 | 0.5056 | 0.4597 | 0.5202 | — | |
| ADER2026.02 | 0.7135 | 0.4534 | 0.6548 | 0.5023 | 0.4574 | 0.5171 | — | |
| Ewc2026.02 | 0.6433 | 0.4178 | 0.5946 | 0.4608 | 0.4212 | 0.4732 | — | |
| Finetune2026.02 | 0.6179 | 0.4069 | 0.5735 | 0.4475 | 0.41 | 0.4587 | — | |
| Scratch2026.02 | 0.5866 | 0.3758 | 0.5431 | 0.4166 | 0.3788 | 0.4276 | — | |
| SimGCF(I)signal_processing=performing FSS on the low-frequency JGCF2025.12 | 0.2222 | — | 0.1575 | 0.1136 | — | 0.1321 | — | |
| SimGCF(III)signal_processing=performing FSS and SF on the high-frequency JGCF2025.12 | 0.2183 | — | 0.1557 | 0.1119 | — | 0.1298 | — | |
| JGCF*signal_filtering=low and high frequency signals considered; mid-frequency signals removed2025.12 | 0.2172 | — | 0.1515 | 0.1106 | — | 0.1293 | — | |
| CWBackbone=LightGCN2026.01 | 0.2154 | — | — | — | — | 0.1783 | — | |
| CWBackbone=MF2026.01 | 0.2142 | — | — | — | — | 0.1747 | — | |
| SL@KBackbone=LightGCN2026.01 | 0.2128 | — | — | — | — | 0.1729 | — | |
| SL@KBackbone=MF2026.01 | 0.2121 | — | — | — | — | 0.1709 | — | |
| CWBackbone=XSimGCL2026.01 | 0.212 | — | — | — | — | 0.1792 | — | |
| SL@KBackbone=XSimGCL2026.01 | 0.2095 | — | — | — | — | 0.1717 | — | |
| PSLBackbone=MF2026.01 | 0.2089 | — | — | — | — | 0.1647 | — | |
| PSLBackbone=LightGCN2026.01 | 0.2086 | — | — | — | — | 0.1648 | — | |
| TalosBackbone=LGCN2026.01 | 0.208 | — | — | — | — | — | 0.0642 | |
| TalosBackbone=MF2026.01 | 0.2079 | — | — | — | — | — | 0.0642 | |
| BSLBackbone=MF2026.01 | 0.2071 | — | — | — | — | 0.163 | — | |
| BSLBackbone=LightGCN2026.01 | 0.2069 | — | — | — | — | 0.1628 | — | |
| SLBackbone=LightGCN2026.01 | 0.2068 | — | — | — | — | 0.1628 | — | |
| AdvInfoNCEBackbone=MF2026.01 | 0.2067 | — | — | — | — | 0.1627 | — | |
| AdvInfoNCEBackbone=LightGCN2026.01 | 0.2066 | — | — | — | — | 0.1625 | — | |
| SLBackbone=MF2026.01 | 0.2064 | — | — | — | — | 0.1624 | — | |
| TalosBackbone=XSimGCL2026.01 | 0.2057 | — | — | — | — | — | 0.0638 | |
| PSLBackbone=LGCN2026.01 | 0.2042 | — | — | — | — | — | 0.0634 | |
| BSLBackbone=XSimGCL2026.01 | 0.2037 | — | — | — | — | 0.1597 | — | |
| PSLBackbone=XSimGCL2026.01 | 0.2037 | — | — | — | — | 0.1593 | — | |
| VarBPRBackbone=MF2025.03 | 0.2032 | — | — | — | — | 0.1482 | — | |
| PSLBackbone=MF2026.01 | 0.2031 | — | — | — | — | — | 0.0631 | |
| AdvInfoNCEBackbone=LGCN2026.01 | 0.2028 | — | — | — | — | — | 0.0627 | |
| SLBackbone=LGCN2026.01 | 0.2025 | — | — | — | — | — | 0.0628 | |
| BSLBackbone=LGCN2026.01 | 0.2025 | — | — | — | — | — | 0.0628 | |
| PSLBackbone=XSimGCL2026.01 | 0.2023 | — | — | — | — | — | 0.063 | |
| SLBackbone=MF2026.01 | 0.2017 | — | — | — | — | — | 0.0625 | |
| BSLBackbone=MF2026.01 | 0.2017 | — | — | — | — | — | 0.0625 | |
| GTN2025.12 | 0.2016 | — | 0.1403 | 0.1009 | — | 0.1184 | — | |
| DirectAU2025.12 | 0.2014 | — | 0.1394 | 0.0991 | — | 0.117 | — | |
| BSLBackbone=XSimGCL2026.01 | 0.2013 | — | — | — | — | — | 0.0625 | |
| AdvInfoNCEBackbone=MF2026.01 | 0.2012 | — | — | — | — | — | 0.0623 | |
| SLBackbone=XSimGCL2026.01 | 0.201 | — | — | — | — | — | 0.0623 | |
| AdvInfoNCEBackbone=XSimGCL2026.01 | 0.201 | — | — | — | — | — | 0.0623 | |
| AdvInfoNCEBackbone=XSimGCL2026.01 | 0.201 | — | — | — | — | 0.1564 | — | |
| SLBackbone=XSimGCL2026.01 | 0.2005 | — | — | — | — | 0.157 | — | |
| LightGCN2025.12 | 0.1983 | — | 0.1382 | 0.1003 | — | 0.1175 | — | |
| LLPAUCBackbone=XSimGCL2026.01 | 0.198 | — | — | — | — | — | 0.0612 | |
| BPRBackbone=XSimGCL2026.01 | 0.1966 | — | — | — | — | 0.157 | — | |
| RGCF2025.12 | 0.1934 | — | 0.1335 | 0.0905 | — | 0.1081 | — | |
| HILLretrieval model=NESCL [47]2026.04 | 0.1924 | — | — | — | — | 0.1628 | — | |
| BPRBackbone=XSimGCL2026.01 | 0.1917 | — | — | — | — | — | 0.0584 | |
| NESCL2026.04 | 0.1908 | — | — | — | — | 0.1614 | — | |
| BSPM-LM2026.04 | 0.1901 | — | — | — | — | 0.157 | — | |
| SmoothI@KBackbone=LGCN2026.01 | 0.1898 | — | — | — | — | — | 0.059 | |
| SmoothI@KBackbone=MF2026.01 | 0.1882 | — | — | — | — | — | 0.0586 | |
| LT-OCF2026.04 | 0.1875 | — | — | — | — | 0.1574 | — | |
| HMLET2026.04 | 0.1874 | — | — | — | — | 0.1589 | — | |
| SimpleX2026.04 | 0.1872 | — | — | — | — | 0.1557 | — | |
| GTN2026.04 | 0.187 | — | — | — | — | 0.1588 | — | |
| MGDCF2026.04 | 0.1864 | — | — | — | — | 0.1589 | — | |
| LLPAUCBackbone=MF2026.01 | 0.1847 | — | — | — | — | — | 0.0562 | |
| IMP-GCN2026.04 | 0.1845 | — | — | — | — | 0.1567 | — | |
| DGCF2026.04 | 0.1842 | — | — | — | — | 0.1561 | — | |
| IA-GCN2026.04 | 0.1839 | — | — | — | — | 0.1562 | — | |
| MF-CCL2026.04 | 0.1837 | — | — | — | — | 0.1493 | — | |
| SGL-ED2026.04 | 0.1835 | — | — | — | — | 0.1539 | — | |
| LightGCN2026.04 | 0.183 | — | — | — | — | 0.1554 | — | |
| DGCF2025.12 | 0.1829 | — | 0.1252 | 0.0902 | — | 0.1066 | — | |
| DeosGCF2026.04 | 0.1784 | — | — | — | — | 0.1477 | — | |
| BPRBackbone=LGCN2026.01 | 0.1761 | — | — | — | — | — | 0.0527 | |
| HCLBackbone=MF2025.03 | 0.1754 | — | — | — | — | 0.1318 | — | |
| YouTubeNet2026.04 | 0.1754 | — | — | — | — | 0.1473 | — | |
| AdvInfoNCEBackbone=MF2025.03 | 0.175 | — | — | — | — | 0.1325 | — | |
| BPRBackbone=LightGCN2026.01 | 0.1745 | — | — | — | — | 0.1402 | — | |
| PUPLBackbone=MF2025.03 | 0.1739 | — | — | — | — | 0.1315 | — | |
| RS@KBackbone=LGCN2026.01 | 0.1735 | — | — | — | — | — | 0.0536 | |
| SmoothI@KBackbone=XSimGCL2026.01 | 0.1731 | — | — | — | — | — | 0.0532 | |
| PopDCLBackbone=MF2025.03 | 0.1726 | — | — | — | — | 0.1308 | — | |
| BC LossBackbone=MF2025.03 | 0.1724 | — | — | — | — | 0.129 | — | |
| LLPAUCBackbone=LGCN2026.01 | 0.1722 | — | — | — | — | — | 0.0516 | |
| SGLDBackbone=MF2025.03 | 0.1721 | — | — | — | — | 0.1302 | — | |
| DCLBackbone=MF2025.03 | 0.1712 | — | — | — | — | 0.1293 | — | |
| APPNP2026.04 | 0.1708 | — | — | — | — | 0.1462 | — | |
| InfoNCEBackbone=MF2025.03 | 0.1691 | — | — | — | — | 0.1273 | — | |
| ADTBackbone=MF2025.03 | 0.1688 | — | — | — | — | 0.127 | — |