| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CCC Hard | ROID | Error (%)75.98 | 32 | 2mo ago | |
| CCC Medium | RMEMSAFE + ASR | Error (%)41.66 | 32 | 2mo ago | |
| CCC Easy | RMEMSAFE + ASR | Error (%)35.97 | 32 | 2mo ago | |
| CIN-C (corr split) | RMEMSAFE + ASR | Error (%)49.92 | 16 | 2mo ago | |
| CIN-C iid | RMEMSAFE + ASR | Error (%)49.49 | 16 | 2mo ago | |
| CCC | Performance (Easy)51.51 | 15 | 4mo ago | ||
| CIFAR100C Severity 5 (test) | Source | Accuracy (Gaussian Corruption)66.1 | 10 | 2mo ago | |
| PACS | CoDiRe | Average Accuracy98.33 | 10 | 2mo ago | |
| CIFAR-10-C | CoDiRe | Average Accuracy87.25 | 10 | 2mo ago | |
| ImageNet-C long-term continual adaptation | CoDiRe | Average Accuracy60.69 | 10 | 2mo ago | |
| ImageNet-C (20-revisit) | RMEMSAFE+ASR (ours) | Error Rate (%)57.66 | 8 | 2mo ago | |
| ImageNet-C | RMEMSAFE + ASR | Error Rate57.66 | 8 | 2mo ago | |
| CIFAR10-C (test) | GOLD | Error Rate14.15 | 8 | 4mo ago | |
| CIFAR100-to-CIFAR100C (test) | Dynamic Style Bridging | Mean Error29.8 | 7 | 2mo ago | |
| Kinetics50-C (test) | DASP | Gaussian Noise Performance50.8 | 7 | 4mo ago | |
| CIFAR10-C 10 rounds | GOLD | Error (%)14.15 | 4 | 4mo ago | |
| CTTA benchmark Order 1-6 | CTTA-T | Exact Match (EM)57.64 | 4 | 5mo ago |
