CoMA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| System Prompt Corruption (SPC) | COMA Evaluation Suite | DSR100 | 30 | |
| Question Answering (Q&A) | COMA Evaluation Suite | DSR10 | 30 | |
| Adversarial Task Switching (ATS) | COMA Evaluation Suite | DSR14 | 30 | |
| 3D Face Reconstruction | CoMA | Mean Error0.351 | 16 | |
| Cooperative Multi-agent Reinforcement Learning (coo-MARL) | COMA Poisoned | Average Winning Rate94.2 | 8 | |
| Cooperative Multi-agent Reinforcement Learning (coo-MARL) | COMA Clean | Average Winning Rate96.1 | 8 | |
| 4D Facial Expression Generation | CoMA (test) | Classification Accuracy73.61 | 6 | |
| 3D Face Reconstruction | CoMA mouth up (extrapolation) | Mean Error1.097 | 3 | |
| 3D Face Reconstruction | CoMA mouth side (extrapolation) | Mean Error (mm)1.264 | 3 | |
| 3D Face Reconstruction | CoMA mouth open (extrapolation) | Mean Error (mm)0.961 | 3 | |
| 3D Face Reconstruction | CoMA mouth middle (extrapolation) | Mean Error (mm)1.017 | 3 | |
| 3D Face Reconstruction | CoMA mouth extreme (extrapolation) | Mean Error (mm)1.336 | 3 | |
| 3D Face Reconstruction | CoMA mouth down (extrapolation) | Mean Error (mm)1.05 | 3 | |
| 3D Face Reconstruction | CoMA lips up (extrapolation) | Mean Error (mm)1.081 | 3 | |
| 3D Face Reconstruction | CoMA lips back (extrapolation) | Mean Error (mm)1.193 | 3 | |
| 3D Face Reconstruction | CoMA high smile (extrapolation) | Mean Error (mm)1.205 | 3 | |
| 3D Face Reconstruction | CoMA eyebrow (extrapolation) | Mean Error (mm)1.053 | 3 | |
| 3D Face Reconstruction | CoMA cheeks in (extrapolation) | Mean Error (mm)1.288 | 3 | |
| 3D Face Reconstruction | CoMA bareteeth (extrapolation) | Mean Error (mm)1.376 | 3 | |
| 3D Face Reconstruction | CoMA (identity-independent) | Metric- | 0 | |
| 3D Face Reconstruction | CoMA (expression-independent) | Metric- | 0 |
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