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Yu-Hao Zhang

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#artificial intelligence Preprint Sep 2026

M2Tok: Multi-head Multi-codebook Discrete Action Tokenization for Vision-Language-Action Models

Experimental results demonstrate the proposed ${M}^2$Tok, a Multi-head Multi-codebook Action Tokenizer designed to minimize reconstruction error and enhance policy performance, achieves superior reconstruction fidelity and significantly boosts the success rate of VLA models.

Chun-Pu Xu, Zhi-Xuan Liang, Yu-Hao Zhang et al. · 0 citations
Preprint Aug 2026

MRBench: A Comprehensive Benchmark for Human Motion-Text Retrieval

This work proposes a lightweight granularity-aware model anchored at a frozen standard-caption-aligned retrieval model that improves mixed-granularity retrieval without compromising standard-caption performance, and believes that its MRBench provides a comprehensive testbed for advancing motion-language alignment evalu...

Fulong Liu, Liang Xu, Chengqun Yang et al. · 0 citations

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