| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Image data 224 x 224 | h-SHAP | Avg Execution Time (s)0.24 | 28 | 3d ago | |
| SST2 | Grad*Inp | LO-0.199 | 18 | 3d ago | |
| IMDB (test) | Grad*Inp | LO-0.0892 | 18 | 3d ago | |
| Rotten Tomatoes fine-tuned | Grad*Inp | LO-0.121 | 18 | 3d ago | |
| IRIS | SHAP | INFD0.007 | 17 | 3d ago | |
| MS-CXR text (test) | RISE | Conf. Drop (%)1.16 | 13 | 3d ago | |
| Rotten Tomatoes | SHAP | INFD0 | 13 | 3d ago | |
| CIFAR10 | SHAP | INFD0.003 | 13 | 3d ago | |
| FMNIST | SHAP | INFD0 | 13 | 3d ago | |
| MEPS | SHAP | INFD0 | 12 | 3d ago | |
| Synthetic half-moons dataset with Gaussian noises (std dev 0.05-0.65) | Geodesic IG (kNN) | AUC-Purity0.531 | 10 | 3d ago | |
| Pascal VOC (test) | Geodesic IG (SVI) | AUC-Comp0.27 | 8 | 3d ago | |
| MS-CXR image (test) | M2IB (Ours) | Confidence Drop (%)0.0055 | 6 | 3d ago | |
| Conceptual Captions (CC) text (test) | Chefer et al. | Conf. Drop (%)1.06 | 6 | 3d ago | |
| Conceptual Captions (CC) image (test) | M2IB (Ours) | Confidence Drop (%)1.11 | 6 | 3d ago | |
| Chest X-ray manipulated | - | - | 0 | 3d ago | |
| MNIST manipulated | - | - | 0 | 3d ago |
