| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet-C | Swin-T + ARM | mCE59.8 | 11 | 1mo ago | |
| Robustness | SAC Multi-task | RR87.97 | 9 | 1mo ago | |
| ImageNet-C (val) | DeiT-S + MJP | mCE40.78 | 9 | 1mo ago | |
| ImageNet-R | SIN | Error Rate58.5 | 8 | 1mo ago | |
| ImageNet C-bar | PIXMIX | Error Rate44.3 | 8 | 1mo ago | |
| Object-centric (test) | Ours | Hamming Distance (x100)0.3 | 4 | 1mo ago | |
| MIPNeRF-360 unseen views 2 (test) | Ours | Hamming Distance (x100)1.2 | 4 | 1mo ago | |
| NeRF unseen views 49 (test) | Ours | Hamming Distance (x100)1.1 | 4 | 1mo ago | |
| GPT-4o-mini responses Robustness | GuardAdvisor | GaaA Win Rate63.11 | 3 | 9d ago | |
| ImageNet Robustness (IN-A, IN-R, IN-S, IN-C) | SiameseIM | Average Score47.9 | 3 | 1mo ago | |
| CIFAR-10 (test) | EB-JDAT-JEM++ | PGD Robustness39.06 | 2 | 1mo ago |
