Recommendation on Amazon-Book (test)
0.253Recall@20DDSP + SharpAP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DDSP + SharpAPVictim Recommender System=SimGCL2026.04 | 0.253 | 0.0241 | |
| DDSP + SharpAPVictim Recommender System=SGL2026.04 | 0.2481 | 0.0237 | |
| DDSP + SharpAPVictim Recommender System=WRMF2026.04 | 0.2107 | 0.0189 | |
| CleanVictim Recommender System=SGL2026.04 | 0.209 | 0.0198 | |
| DDSP + SharpAPVictim Recommender System=LightGCN2026.04 | 0.2073 | 0.019 | |
| CLeaR + SharpAPVictim Recommender System=WRMF2026.04 | 0.2042 | 0.018 | |
| DADA + SharpAPVictim Recommender System=WRMF2026.04 | 0.2029 | 0.0178 | |
| RAPU + SharpAPVictim Recommender System=WRMF2026.04 | 0.1944 | 0.0171 | |
| RevAdv + SharpAPVictim Recommender System=WRMF2026.04 | 0.1932 | 0.0168 | |
| DDSPVictim Recommender System=WRMF2026.04 | 0.1913 | 0.0159 | |
| DADAVictim Recommender System=WRMF2026.04 | 0.1905 | 0.016 | |
| CLeaRVictim Recommender System=WRMF2026.04 | 0.19 | 0.0158 | |
| RAPUVictim Recommender System=WRMF2026.04 | 0.1843 | 0.0156 | |
| RevAdvVictim Recommender System=WRMF2026.04 | 0.182 | 0.015 | |
| PGAVictim Recommender System=WRMF2026.04 | 0.1793 | 0.0151 | |
| AUSHVictim Recommender System=WRMF2026.04 | 0.1752 | 0.0145 | |
| PopularVictim Recommender System=WRMF2026.04 | 0.175 | 0.0142 | |
| CoVisVictim Recommender System=WRMF2026.04 | 0.1741 | 0.014 | |
| RandomVictim Recommender System=WRMF2026.04 | 0.1632 | 0.0138 | |
| CleanVictim Recommender System=SimGCL2026.04 | 0.1623 | 0.0158 | |
| CleanVictim Recommender System=WRMF2026.04 | 0.1615 | 0.0134 | |
| ProExBase Model=Mult-VAE2025.11 | 0.1596 | 0.0997 | |
| CleanVictim Recommender System=LightGCN2026.04 | 0.1577 | 0.0143 | |
| DMRec-MBase Model=Mult-VAE2025.11 | 0.1571 | 0.0979 | |
| DMRec-CBase Model=Mult-VAE2025.11 | 0.1561 | 0.0971 | |
| DMRec-GBase Model=Mult-VAE2025.11 | 0.1545 | 0.096 | |
| KGAT2019.05 | 0.1489 | 0.1006 | |
| RevAdv + SharpAPVictim Recommender System=BPR2026.04 | 0.1402 | 0.0126 | |
| NFM2019.05 | 0.1366 | 0.0913 | |
| FM2019.05 | 0.1345 | 0.0886 | |
| CKE2019.05 | 0.1343 | 0.0885 | |
| RippleNet2019.05 | 0.1336 | 0.091 | |
| GC-MC2019.05 | 0.1316 | 0.0874 | |
| CleanVictim Recommender System=BPR2026.04 | 0.1164 | 0.0101 | |
| CFKG2019.05 | 0.1142 | 0.077 | |
| MCRec2019.05 | 0.1113 | 0.0783 | |
| AlphaFreeUF (user-free)=true, IF (ID-free)=true, GF (GNN-free)=true2026.03 | 0.1014 | 0.0861 | |
| AlphaRecUF (user-free)=false, IF (ID-free)=true, GF (GNN-free)=false2026.03 | 0.0991 | 0.0829 | |
| RLMRecUF (user-free)=false, IF (ID-free)=true, GF (GNN-free)=false2026.03 | 0.0905 | 0.0741 | |
| XSimGCLUF (user-free)=false, IF (ID-free)=false, GF (GNN-free)=false2026.03 | 0.0818 | 0.069 | |
| SSCF2022.10 | 0.0773 | 0.0647 | |
| Sapling IBtype=item-based2022.10 | 0.0766 | 0.0648 | |
| LPSFedLoss=BC2026.03 | 0.0738 | 0.0442 | |
| BSPM-LM2022.11 | 0.0733 | 0.061 | |
| BSPM-EM2022.11 | 0.0733 | 0.0609 | |
| BSPM-LMvariant=LM2022.10 | 0.0733 | 0.0609 | |
| BSPM-EMvariant=EM2022.10 | 0.0733 | 0.061 | |
| LinkProp-Multi2022.11 | 0.0721 | 0.0588 | |
| PFedRec2026.03 | 0.0713 | 0.0242 | |
| LightGCNUF (user-free)=false, IF (ID-free)=false, GF (GNN-free)=false2026.03 | 0.0712 | 0.0597 | |
| EASE^R2022.11 | 0.071 | 0.0567 | |
| GF-CF2022.11 | 0.071 | 0.0584 | |
| Only BlurringVariant=HE2022.11 | 0.071 | 0.0584 | |
| Only BlurringVariant=GF-CF2022.11 | 0.071 | 0.0584 | |
| KGATTop@N=202026.05 | 0.0692 | 0.2628 | |
| LinkProp2022.11 | 0.0684 | 0.0559 | |
| UltraGCN2022.11 | 0.0681 | 0.0556 | |
| UltraGCN2022.10 | 0.0681 | 0.0556 | |
| UltraGCN2021.10 | 0.0681 | 0.0556 | |
| FedSSP2026.03 | 0.0649 | 0.0356 | |
| FedHGNN2026.03 | 0.0647 | 0.0298 | |
| LPSFed (BPR)Loss=BPR2026.03 | 0.0643 | 0.0322 | |
| FedAvg2026.03 | 0.0642 | 0.0312 | |
| FedPUB2026.03 | 0.0633 | 0.0322 | |
| FISM-BPRUF (user-free)=true, IF (ID-free)=false, GF (GNN-free)=true2026.03 | 0.0623 | 0.054 | |
| SimpleX2022.11 | 0.0583 | 0.0468 | |
| simpleX2022.10 | 0.0583 | 0.0468 | |
| SGLTop@N=202026.05 | 0.0561 | 0.1017 | |
| MF-CCL2022.11 | 0.0559 | 0.0447 | |
| MVINTop@N=202026.05 | 0.0539 | 0.2421 | |
| BPRMFTop@N=202026.05 | 0.0536 | 0.2409 | |
| CKETop@N=202026.05 | 0.0529 | 0.2442 | |
| CML2022.11 | 0.0522 | 0.0428 | |
| CML2021.10 | 0.0522 | 0.0428 | |
| Sapling UBtype=user-based2022.10 | 0.0504 | 0.0406 | |
| UltraGCN Base2021.10 | 0.0504 | 0.0393 | |
| YouTubeNet2022.11 | 0.0502 | 0.0388 | |
| MGDCF2022.11 | 0.049 | 0.0378 | |
| HMLET2022.11 | 0.0482 | 0.0371 | |
| SGL-ED2020.10 | 0.0478 | 0.0379 | |
| SGL-ED2022.11 | 0.0478 | 0.0379 | |
| IA-GCN2022.11 | 0.0472 | 0.0373 | |
| IMP-GCN2022.11 | 0.046 | 0.0357 | |
| F2MF2026.03 | 0.0451 | 0.0225 | |
| GTN2022.11 | 0.045 | 0.0346 | |
| LT-OCF2022.11 | 0.0442 | 0.0341 | |
| LT-OCF2022.10 | 0.0442 | 0.0341 | |
| BUIRNB2022.11 | 0.0439 | 0.0346 | |
| DNN+SSL2020.10 | 0.0438 | 0.0337 | |
| MGACLTop@N=202026.05 | 0.0437 | 0.3492 | |
| MF-BPRUF (user-free)=false, IF (ID-free)=false, GF (GNN-free)=true2026.03 | 0.0436 | 0.0387 | |
| DGCF2022.11 | 0.0422 | 0.0324 | |
| DGCF2021.10 | 0.0422 | 0.0324 | |
| LightGCN2020.10 | 0.0411 | 0.0315 | |
| LightGCN2022.11 | 0.0411 | 0.0315 | |
| LightGCN2022.10 | 0.0411 | 0.0315 | |
| LightGCN2021.10 | 0.0411 | 0.0315 | |
| LINE2022.11 | 0.041 | 0.0318 | |
| DeosGCF2022.11 | 0.041 | 0.0316 | |
| LINE2021.10 | 0.041 | 0.0318 |