UniMate Foundation Model Animates Arbitrary 3D Skeletons via Diffusion Transformer

UniMate is a unified foundation model that synthesizes articulated motion for any rigged 3D asset from text prompts without per-skeleton retraining. It utilizes a topology-aware diffusion transformer incorporating graph-aware attention bias and spectral rotary position embeddings to handle diverse skeletal structures.