Beyond Imitation: Reinforcement Learning Fine-Tuning for Adaptive Diffusion Navigation Policies. - Junhe Sheng; Ruofei Bai; Kuan Xu; Ruimeng Liu; Jie Chen 003; Shenghai Yuan 001; Wei-Yun Yau; Lihua Xie 001 (CoRR, 2026)