Zihao Lin

Music-grounded video editing can now produce significantly more coherent timelines thanks to a novel global-local coordination mechanism that resolves cross-segment conflicts.

Zero-shot 3D visual grounding can be achieved by decoupling spatial semantics (resolved by 2D VLMs) from 3D structure instantiation (handled by deterministic multi-view geometry), outperforming even fully supervised methods.