Multimodal Recommendation on Amazon Sports Few-Shot (test)
18.28HR (Top-5)Shadowcast
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ShadowcastAttack=Shadowcast2026.02 | 18.28 | 12.56 | 0.0004 | 26.57 | 15.23 | 0.0029 | 37.67 | 18.03 | 0.0645 | |
| NoAttackAttack=NoAttack2026.02 | 17.97 | 12.37 | 0 | 26 | 14.95 | 0 | 37.71 | 17.9 | 0 | |
| VENOMRECAttack=VENOMREC2026.02 | 16.99 | 11.78 | 0.0846 | 24.57 | 14.21 | 0.1746 | 35.69 | 17.01 | 0.5837 | |
| INSAAttack=INSA2026.02 | 16.96 | 11.71 | 0.0008 | 24.44 | 14.11 | 0.0046 | 35.44 | 16.88 | 0.1653 | |
| EXPAAttack=EXPA2026.02 | 16.96 | 11.67 | 0.0002 | 24.55 | 14.09 | 0.0007 | 35.47 | 16.84 | 0.088 | |
| TextFoolerAttack=TextFooler2026.02 | 16.93 | 11.7 | 0.0001 | 24.34 | 14.08 | 0.0004 | 35.64 | 16.92 | 0.0677 | |
| DirectBoostAttack=DirectBoost2026.02 | 16.9 | 11.7 | 0.0001 | 24.47 | 14.13 | 0.0011 | 35.49 | 16.9 | 0.0752 | |
| PopularAttackAttack=PopularAttack2026.02 | 16.8 | 11.6 | 0.0001 | 24.37 | 14.02 | 0.0008 | 35.59 | 16.85 | 0.0679 | |
| DeepwordbugAttack=Deepwordbug2026.02 | 16.78 | 11.65 | 0.0003 | 24.3 | 14.06 | 0.0014 | 35.47 | 16.87 | 0.0777 | |
| BertAttackAttack=BertAttack2026.02 | 16.73 | 11.63 | 0 | 24.18 | 14.02 | 0.0001 | 35.61 | 16.89 | 0.0541 | |
| RandomAttackAttack=RandomAttack2026.02 | 16.7 | 11.58 | 0.0003 | 24.36 | 14.04 | 0.0016 | 35.2 | 16.76 | 0.1194 | |
| PuncAttackAttack=PuncAttack2026.02 | 16.47 | 11.45 | 0.0002 | 23.94 | 13.85 | 0.0006 | 35.2 | 16.68 | 0.0624 |