Multimodal Recommendation on Amazon Toys Zero-Shot (test)
14.66HR@5BertAttack
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| BertAttackAttack=BertAttack2026.02 | 14.66 | 9.79 | 0.69 | 22.3 | 12.24 | 1.6 | 34.31 | 15.26 | 7.99 | |
| EXPAAttack=EXPA2026.02 | 14.54 | 9.74 | 1.78 | 22.26 | 12.22 | 5.58 | 34.46 | 15.29 | 33.44 | |
| INSAAttack=INSA2026.02 | 14.53 | 9.71 | 1.68 | 22.33 | 12.22 | 4.14 | 34.79 | 15.35 | 24.05 | |
| ShadowcastAttack=Shadowcast2026.02 | 14.34 | 9.6 | 0.21 | 22.46 | 12.19 | 0.67 | 34.91 | 15.32 | 5.37 | |
| NoAttackAttack=NoAttack2026.02 | 14.33 | 9.57 | 0 | 22.11 | 12.07 | 0 | 34.38 | 15.15 | 0 | |
| DeepwordbugAttack=Deepwordbug2026.02 | 14.27 | 9.59 | 0.36 | 22.23 | 12.14 | 1.2 | 34.72 | 15.28 | 7.49 | |
| TextFoolerAttack=TextFooler2026.02 | 14.26 | 9.56 | 1.2 | 22.29 | 12.13 | 3.34 | 34.32 | 15.16 | 19.95 | |
| DirectBoostAttack=DirectBoost2026.02 | 14.2 | 9.53 | 0.2 | 21.92 | 12.01 | 1.03 | 33.92 | 15.01 | 11.17 | |
| PuncAttackAttack=PuncAttack2026.02 | 14.09 | 9.54 | 0.65 | 21.89 | 12.04 | 1.58 | 34.3 | 15.15 | 7.97 | |
| VENOMRECAttack=VENOMREC2026.02 | 13.97 | 9.43 | 43.16 | 21.88 | 11.95 | 64.42 | 33.67 | 14.91 | 87.81 | |
| RandomAttackAttack=RandomAttack2026.02 | 13.81 | 9.31 | 0.12 | 21.1 | 11.65 | 0.63 | 33.37 | 14.73 | 7.87 | |
| PopularAttackAttack=PopularAttack2026.02 | 13.74 | 9.35 | 0.14 | 21.46 | 11.83 | 0.51 | 33.44 | 14.84 | 6.39 |