| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Provenance Tracing | LlamaGen | TPR@1%FPR100 | 35 | |
| Image Attribution Detection | LlamaGen generated images | AUC100 | 20 | |
| Class-to-Image Generation | LlamaGen-XL FID-50K | FID-50K2.68 | 11 | |
| Attribution | LlamaGen | Pre-training Time (hours)18,000 | 4 | |
| Model Generation Identification | LlamaGen | TPR@5%FPR (NM/G)100 | 4 | |
| Image Attribution | LlamaGen | NM/G AUC100 | 4 | |
| Member vs Generated Inference | LlamaGen | TPR@1%FPR (NM vs G)100 | 4 | |
| Zero-bit Watermark Detection | LlamaGen | TPR (JPEG)97.5 | 3 | |
| Multi-bit Watermark Extraction | LlamaGen | Bit Accuracy (JPEG)96.8 | 1 |