Zhang, X. (2026) “Agent Journey Beyond RGB: Hierarchical Semantic-Spatial Representation Enrichment for Vision-and-Language Navigation”, Proceedings of the AAAI Conference on Artificial Intelligence, 40(22), pp. 18791–18799. doi: 10.1609/aaai.v40i22.38948.