Progress-Think: Semantic Progress Reasoning for Vision-Language Navigation. - Shuo Wang 015; Yucheng Wang; Guoxin Lian; Yongcai Wang; Maiyue Chen; Kaihui Wang; Bo Zhang; Zhizhong Su; Yutian Zhou; Wanting Li; Deying Li 001; Zhaoxin Fan (CoRR, 2025)

MapDream: Task-Driven Map Learning for Vision-Language Navigation. - Guoxin Lian; Shuo Wang 015; Yucheng Wang; Yongcai Wang; Maiyue Chen; Kaihui Wang; Bo Zhang; Zhizhong Su; Deying Li 001; Zhaoxin Fan (CoRR, 2026)