HorusEye investigates whether natural language can serve as a dynamic attention mechanism for Vision-Language Models under degraded emergency conditions.

VAlign-Robust: A research framework for quantifying and mitigating semantic hallucination drift in Vision-Language Models (VLMs) under sensory degradation and adversarial noise.