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Relative Performance Drop on VQA (Visual Question Answering)

0.95Relative Performance DropRandNeuron
0.0226.28612.5518.814Apr 20, 2026

Evaluation results

MethodLinks
RandNeuronBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.040.95
APEBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.043.9
MABackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.045.35
HONES-GaussianBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.047.1
APBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.0412.45
HONES-RandHeadBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.0413.25
HONESBackbone=LLaVA-1.5-13B, Masking ratio=top 1%2026.0424.15