@misc{hahn2026lucidlyra, title = {{LucidLyra}: Feed-Forward Generative {3D} Scene Reconstruction and Joint Understanding via Multi-Task Distillation}, author = {Oliver Hahn and Rodrigo Marcuzzi and Sangeetha Grama Srinivasan and Alessandro Burzio and Sherwin Bahmani and Jiahui Huang and Stefan Roth and Shengyu Huang and Qunjie Zhou and Laura Leal-Taix{\'e}}, year = {2026}, eprint = {2610.40495}, archivePrefix = {arXiv}, primaryClass = {cs.CV}, url = {https://arxiv.org/abs/2610.40495} }