Multimodal Recommendation on Amazon Clothing Zero-Shot (test)
14.37HR @ 5NoAttack
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| NoAttackAttack=NoAttack2026.02 | 14.37 | 9.85 | 0 | 22.18 | 12.36 | 0 | 33.86 | 15.3 | 0 | |
| TextFoolerAttack=TextFooler2026.02 | 14.36 | 9.83 | 0.36 | 22.27 | 12.36 | 0.44 | 33.67 | 15.23 | 2.17 | |
| INSAAttack=INSA2026.02 | 14.05 | 9.58 | 0.43 | 22.05 | 12.14 | 0.62 | 33.65 | 15.06 | 7.79 | |
| ShadowcastAttack=Shadowcast2026.02 | 14.05 | 9.57 | 0.32 | 21.52 | 11.96 | 0.66 | 33.22 | 14.91 | 4.51 | |
| PuncAttackAttack=PuncAttack2026.02 | 14.02 | 9.56 | 0.23 | 21.83 | 12.05 | 0.4 | 33.46 | 14.98 | 2.14 | |
| VENOMRECAttack=VENOMREC2026.02 | 14.02 | 9.45 | 13.37 | 22.06 | 12.03 | 28.2 | 33.81 | 14.99 | 73.17 | |
| EXPAAttack=EXPA2026.02 | 13.96 | 9.55 | 0.55 | 21.84 | 12.07 | 0.88 | 33.42 | 14.99 | 12.47 | |
| PopularAttackAttack=PopularAttack2026.02 | 13.81 | 9.41 | 0.35 | 21.63 | 11.92 | 0.54 | 33.33 | 14.87 | 4.54 | |
| DeepwordbugAttack=Deepwordbug2026.02 | 13.76 | 9.38 | 0.29 | 21.6 | 11.89 | 0.55 | 33.37 | 14.85 | 5.11 | |
| DirectBoostAttack=DirectBoost2026.02 | 13.72 | 9.31 | 0.33 | 21.56 | 11.83 | 0.45 | 33.43 | 14.82 | 2.12 | |
| BertAttackAttack=BertAttack2026.02 | 13.71 | 9.29 | 0.01 | 21.11 | 11.66 | 0.05 | 33.02 | 14.66 | 0.68 | |
| RandomAttackAttack=RandomAttack2026.02 | 13.44 | 9.12 | 0.68 | 21.6 | 11.73 | 1.22 | 33.57 | 14.74 | 11.98 |