@article{taskawareenvironmentaugmentationforrelia, title = {Task-Aware Environment Augmentation for Reliable Navigation via Shielded Conditional Diffusion}, author = {Bharawee Phoompho and Gokul Puthumanaillam and Yan Miao and Ruben Hernandez and Tim Bretl and Sayan Mitra and Melkior Ornik}, year = {2026}, eprint = {2606.15154}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.15154}, }