Relative Performance Drop on VQA (Visual Question Answering)
0.95Relative Performance DropRandNeuron
Evaluation Results
| Method | Links | |
|---|---|---|
| RandNeuronBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.04 | 0.95 | |
| APEBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.04 | 3.9 | |
| MABackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.04 | 5.35 | |
| HONES-GaussianBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.04 | 7.1 | |
| APBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.04 | 12.45 | |
| HONES-RandHeadBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.04 | 13.25 | |
| HONESBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.04 | 24.15 |