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Forget complex architectures and task-specific designs: VLMs are already native 3D learners with the right training recipe.
On-device LLMs can achieve state-of-the-art performance with significantly reduced computational cost by leveraging a carefully designed Mixture-of-Experts architecture, challenging the assumption that dense models are always superior for mobile deployment.