Universal DoS Attack on BDDX
2TokensRandom Noise
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Random NoiseVictim Model=Qwen3-VL-4B-Instruct2026.03 | 2 | 0.16 | 2 | 1 | 0.15 | 0 | |
| Verbose ImagesVictim Model=Qwen3-VL-4B-Instruct2026.03 | 2 | 0.16 | 2.4 | 1.2 | 0.16 | 0.01 | |
| NICGSlowDownVictim Model=Qwen3-VL-4B-Instruct2026.03 | 2 | 0.16 | 5.2 | 2.6 | 0.2 | 0.04 | |
| VidDoSVictim Model=Qwen3-VL-4B-Instruct2026.03 | 2 | 0.16 | 394.6 | 197.3 | 15.57 | 15.41 | |
| Random NoiseVictim Model=Video-LLaVA-7B-hf2026.03 | 2 | 0.38 | 2 | 1 | 0.31 | 0.02 | |
| Verbose ImagesVictim Model=Video-LLaVA-7B-hf2026.03 | 2 | 0.38 | 1.95 | 0.98 | 0.32 | 0.02 | |
| NICGSlowDownVictim Model=Video-LLaVA-7B-hf2026.03 | 2 | 0.38 | 3.95 | 1.98 | 0.41 | 0.03 | |
| VidDoSVictim Model=Video-LLaVA-7B-hf2026.03 | 2 | 0.38 | 411.45 | 205.73 | 11.47 | 11.09 | |
| Random NoiseVictim Model=LLaVA-NeXT-Video-7B2026.03 | 28.4 | 1.12 | 31.35 | 5.15 | 1.22 | -0.05 | |
| Verbose ImagesVictim Model=LLaVA-NeXT-Video-7B2026.03 | 28.4 | 1.12 | 31 | 5.03 | 1.22 | -0.05 | |
| NICGSlowDownVictim Model=LLaVA-NeXT-Video-7B2026.03 | 28.4 | 1.12 | 32.5 | 1.74 | 1.19 | 0.07 | |
| VidDoSVictim Model=LLaVA-NeXT-Video-7B2026.03 | 28.4 | 1.12 | 333.5 | 67.13 | 9.38 | 8.25 |