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Experimental results demonstrate the proposed $\mathcal{M}^2$Tok-based VLA achieves superior reconstruction fidelity but also significantly boosts the success rate of VLA models, and comprehensive ablation studies further confirm the effectiveness of the multi-head and multi-codebook mechanisms.
