Lai, P. et al. 2026. Lightweight Adaptive Topological Layout and Semantic Mapping in Vision-and-Language Navigation on Websites. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 22 (Mar. 2026), 18370–18378. DOI:https://doi.org/10.1609/aaai.v40i22.38901.