Bo Lang

Even state-of-the-art Video-LLMs fail to generalize to dynamic aerial environments once evaluation moves beyond repetitive question templates and static satellite imagery.

Swapping network traffic features in the frequency domain preserves critical structural signatures while generating diverse, out-of-distribution variations that standard time-domain augmentations fail to synthesize.