Group Attack on MovieLens Unpopular items 1M
-0.0009D@10Clean
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CleanVictim Recommender System=BPR2026.04 | -0.0009 | -0.0028 | |
| AUSHVictim Recommender System=BPR2026.04 | -0.0006 | -0.0017 | |
| AUSHVictim Recommender System=WRMF2026.04 | -0.0003 | -0.005 | |
| CleanVictim Recommender System=LightGCN2026.04 | 0 | 0.0009 | |
| CleanVictim Recommender System=SGL2026.04 | 0.0001 | 0.0005 | |
| CleanVictim Recommender System=WRMF2026.04 | 0.0002 | -0.0046 | |
| AUSHVictim Recommender System=SGL2026.04 | 0.0003 | 0.0009 | |
| AUSHVictim Recommender System=LightGCN2026.04 | 0.0008 | 0.0012 | |
| RAPUVictim Recommender System=WRMF2026.04 | 0.0012 | 0.0004 | |
| RevAdvVictim Recommender System=WRMF2026.04 | 0.0014 | 0.0005 | |
| DDSPVictim Recommender System=WRMF2026.04 | 0.0022 | 0.0007 | |
| CLeaRVictim Recommender System=WRMF2026.04 | 0.0024 | 0.0009 | |
| RevAdvVictim Recommender System=BPR2026.04 | 0.0025 | 0.0012 | |
| UBAVictim Recommender System=WRMF2026.04 | 0.0026 | 0.0019 | |
| RevAdvVictim Recommender System=SGL2026.04 | 0.0026 | 0.0041 | |
| DADAVictim Recommender System=WRMF2026.04 | 0.0027 | 0.0012 | |
| DDSP + SharpAPVictim Recommender System=LightGCN2026.04 | 0.003 | 0.0108 | |
| RAPUVictim Recommender System=BPR2026.04 | 0.0031 | 0.0028 | |
| DDSPVictim Recommender System=BPR2026.04 | 0.0031 | 0.0024 | |
| UBAVictim Recommender System=BPR2026.04 | 0.0034 | 0.0026 | |
| RAPUVictim Recommender System=SGL2026.04 | 0.0034 | 0.0055 | |
| UBAVictim Recommender System=SGL2026.04 | 0.0035 | 0.0058 | |
| CLeaRVictim Recommender System=BPR2026.04 | 0.0038 | 0.0029 | |
| RevAdvVictim Recommender System=LightGCN2026.04 | 0.0039 | 0.0056 | |
| DADAVictim Recommender System=SGL2026.04 | 0.004 | 0.0067 | |
| DDSPVictim Recommender System=LightGCN2026.04 | 0.004 | 0.0069 | |
| RAPUVictim Recommender System=LightGCN2026.04 | 0.0042 | 0.006 | |
| CLeaRVictim Recommender System=SGL2026.04 | 0.0042 | 0.007 | |
| UBAVictim Recommender System=LightGCN2026.04 | 0.0043 | 0.0062 | |
| DADAVictim Recommender System=BPR2026.04 | 0.0043 | 0.003 | |
| DDSPVictim Recommender System=SGL2026.04 | 0.0044 | 0.0073 | |
| CLeaRVictim Recommender System=LightGCN2026.04 | 0.0046 | 0.0071 | |
| DADAVictim Recommender System=LightGCN2026.04 | 0.0054 | 0.0088 | |
| RevAdv + SharpAPVictim Recommender System=SGL2026.04 | 0.0058 | 0.0103 | |
| DDSP + SharpAPVictim Recommender System=BPR2026.04 | 0.0059 | 0.0036 | |
| CLeaR + SharpAPVictim Recommender System=SGL2026.04 | 0.006 | 0.0101 | |
| RAPU + SharpAPVictim Recommender System=SGL2026.04 | 0.0061 | 0.0093 | |
| DADA + SharpAPVictim Recommender System=SGL2026.04 | 0.0063 | 0.0105 | |
| DDSP + SharpAPVictim Recommender System=SGL2026.04 | 0.0065 | 0.0122 | |
| RevAdv + SharpAPVictim Recommender System=BPR2026.04 | 0.0068 | 0.0031 | |
| CLeaR + SharpAPVictim Recommender System=BPR2026.04 | 0.0069 | 0.0038 | |
| RAPU + SharpAPVictim Recommender System=BPR2026.04 | 0.007 | 0.0035 | |
| DADA + SharpAPVictim Recommender System=BPR2026.04 | 0.0074 | 0.0042 | |
| RevAdv + SharpAPVictim Recommender System=LightGCN2026.04 | 0.0075 | 0.0131 | |
| DDSP + SharpAPVictim Recommender System=WRMF2026.04 | 0.0083 | 0.0046 | |
| RAPU + SharpAPVictim Recommender System=LightGCN2026.04 | 0.0084 | 0.0153 | |
| CLeaR + SharpAPVictim Recommender System=WRMF2026.04 | 0.0086 | 0.0052 | |
| CLeaR + SharpAPVictim Recommender System=LightGCN2026.04 | 0.009 | 0.0122 | |
| DADA + SharpAPVictim Recommender System=WRMF2026.04 | 0.0095 | 0.0068 | |
| DADA + SharpAPVictim Recommender System=LightGCN2026.04 | 0.0096 | 0.0146 | |
| RevAdv + SharpAPVictim Recommender System=WRMF2026.04 | 0.0105 | 0.0062 | |
| RAPU + SharpAPVictim Recommender System=WRMF2026.04 | 0.0113 | 0.0076 |