@misc{liu2026scenedesigner,
  title  = {Scene-Designer: Learning Design Intelligence
            for Agentic 3D Scene Generation},
  author = {Xuanyu Liu and Hongyan Feng and Miao Pan
            and Sunlai Chen and Lizhou Liang and Bing Sun
            and Wenqi Zhang and Xuhong Zhang},
  year   = {2026},
  note   = {Research manuscript}
}