2026
Shedding Light on VLN Robustness: A Black-box Framework for Indoor Lighting-based Adversarial Attack
CVPR 2026
Vision-and-Language Navigation (VLN) agents have made remarkable progress, but their robustness remains insufficiently studied. Existing adversarial evaluations often rely on perturbations that manifest as unusual textures rarely encountered in everyday indoor environments. Errors under such contriv