P. Lai, Z. Xie, and H. Yang, “Lightweight Adaptive Topological Layout and Semantic Mapping in Vision-and-Language Navigation on Websites”, AAAI, vol. 40, no. 22, pp. 18370–18378, Mar. 2026.