Test-Time Optimization of 3D Point Cloud LLM via Manifold-Aware In-Context Guidance and Refinement - Chen, Tiankai; Liu, Nanqing; Yang, Li; yang, xulei; Li, Tianrui; Xu, Xun (International Conference on Learning Representations, 2026)