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Yuehan Zhang

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Preprint Aug 2026

Progressively Learning Heterogeneous Skills in a Unified Latent Space

To prevent the text-to-motion skill from exploiting shortcut pathways instead of learning language semantics, motion intuition distillation is introduced to ground text-to-motion generation in language semantics and a task-guidance module that dynamically adjusts actions based on high-level language instructions is introduced.

Yuehan Zhang, Ming Gong, Linpu He et al. · 0 citations