Group Attack on MovieLens Popular items 1M
0.1103D@10CLeaR + SharpAP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLeaR + SharpAPVictim Recommender System=SGL2026.04 | 0.1103 | — | |
| CLeaR + SharpAPVictim Recommender System=LightGCN2026.04 | 0.0736 | 0.1093 | |
| RAPU + SharpAPVictim Recommender System=LightGCN2026.04 | 0.0723 | 0.1108 | |
| DADA + SharpAPVictim Recommender System=LightGCN2026.04 | 0.0712 | 0.1085 | |
| DDSP + SharpAPVictim Recommender System=SGL2026.04 | 0.0692 | 0.1286 | |
| DDSP + SharpAPVictim Recommender System=LightGCN2026.04 | 0.068 | 0.0993 | |
| RAPU + SharpAPVictim Recommender System=SGL2026.04 | 0.0671 | 0.1015 | |
| DADA + SharpAPVictim Recommender System=WRMF2026.04 | 0.0631 | 0.0727 | |
| RevAdv + SharpAPVictim Recommender System=LightGCN2026.04 | 0.0626 | 0.1082 | |
| DADA + SharpAPVictim Recommender System=SGL2026.04 | 0.0614 | 0.0972 | |
| DDSP + SharpAPVictim Recommender System=WRMF2026.04 | 0.0612 | 0.0709 | |
| CLeaR + SharpAPVictim Recommender System=WRMF2026.04 | 0.0588 | 0.069 | |
| RevAdv + SharpAPVictim Recommender System=SGL2026.04 | 0.057 | 0.0897 | |
| RevAdv + SharpAPVictim Recommender System=WRMF2026.04 | 0.0537 | 0.062 | |
| RAPUVictim Recommender System=LightGCN2026.04 | 0.0511 | 0.0937 | |
| RevAdvVictim Recommender System=LightGCN2026.04 | 0.0498 | 0.0816 | |
| DDSPVictim Recommender System=WRMF2026.04 | 0.0497 | 0.056 | |
| CLeaRVictim Recommender System=LightGCN2026.04 | 0.0494 | 0.0828 | |
| RAPU + SharpAPVictim Recommender System=WRMF2026.04 | 0.0485 | 0.0597 | |
| DADAVictim Recommender System=WRMF2026.04 | 0.0483 | 0.0551 | |
| DADAVictim Recommender System=LightGCN2026.04 | 0.0481 | 0.0807 | |
| UBAVictim Recommender System=LightGCN2026.04 | 0.0472 | 0.08 | |
| DDSPVictim Recommender System=LightGCN2026.04 | 0.046 | 0.0775 | |
| DDSPVictim Recommender System=SGL2026.04 | 0.0451 | 0.0776 | |
| RAPUVictim Recommender System=SGL2026.04 | 0.0445 | 0.0782 | |
| UBAVictim Recommender System=WRMF2026.04 | 0.0435 | 0.0519 | |
| CLeaRVictim Recommender System=SGL2026.04 | 0.0426 | 0.0758 | |
| AUSHVictim Recommender System=LightGCN2026.04 | 0.0425 | 0.0712 | |
| UBAVictim Recommender System=SGL2026.04 | 0.0424 | 0.069 | |
| DADA + SharpAPVictim Recommender System=BPR2026.04 | 0.0421 | 0.0634 | |
| CLeaRVictim Recommender System=WRMF2026.04 | 0.042 | 0.0514 | |
| CLeaR + SharpAPVictim Recommender System=BPR2026.04 | 0.0417 | 0.0603 | |
| RevAdvVictim Recommender System=WRMF2026.04 | 0.0412 | 0.0501 | |
| RevAdvVictim Recommender System=SGL2026.04 | 0.0412 | 0.0633 | |
| DDSP + SharpAPVictim Recommender System=BPR2026.04 | 0.0398 | 0.0587 | |
| RAPUVictim Recommender System=WRMF2026.04 | 0.0395 | 0.0486 | |
| AUSHVictim Recommender System=SGL2026.04 | 0.0387 | 0.0531 | |
| DADAVictim Recommender System=SGL2026.04 | 0.0386 | 0.0558 | |
| RevAdv + SharpAPVictim Recommender System=BPR2026.04 | 0.0362 | 0.0578 | |
| CleanVictim Recommender System=LightGCN2026.04 | 0.0351 | 0.0578 | |
| AUSHVictim Recommender System=WRMF2026.04 | 0.0344 | 0.0461 | |
| RAPU + SharpAPVictim Recommender System=BPR2026.04 | 0.0337 | 0.0546 | |
| CleanVictim Recommender System=SGL2026.04 | 0.0313 | 0.0495 | |
| DDSPVictim Recommender System=BPR2026.04 | 0.0277 | 0.0338 | |
| CleanVictim Recommender System=WRMF2026.04 | 0.0269 | 0.0322 | |
| DADAVictim Recommender System=BPR2026.04 | 0.0266 | 0.0347 | |
| CLeaRVictim Recommender System=BPR2026.04 | 0.0221 | 0.0305 | |
| UBAVictim Recommender System=BPR2026.04 | 0.0176 | 0.0324 | |
| RAPUVictim Recommender System=BPR2026.04 | 0.0164 | 0.0269 | |
| RevAdvVictim Recommender System=BPR2026.04 | 0.0153 | 0.0231 | |
| AUSHVictim Recommender System=BPR2026.04 | 0.0138 | 0.0203 | |
| CleanVictim Recommender System=BPR2026.04 | 0.0112 | 0.0177 |