Li An

Forget expensive, from-scratch training: projector-based adaptation unlocks surprisingly accurate species recognition and habitat understanding from thermal drone imagery using off-the-shelf RGB-pretrained VLMs.

LLM agent skills, despite their promise, often fail in realistic settings, with performance plummeting to no-skill baselines when agents must retrieve skills from a large, uncurated collection.