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Kaylene Caswell Stocking

المنشورات 2

نسخة أولية وصول مفتوح

Beyond Reconstruction: What Matters in Action Tokenization for Robot Policies?

Haoran Chen, Jingtian Ji, Samuel Wheeler وآخرون · 2026

Autoregressive action-token policies such as vision-language-action models require action tokenizers to translate discrete token sequences into precise control actions in continuous space. Many action tokenizers learn the mapping between tokens and actions via a reconstruction objective. However, as we show through ext …

نسخة أولية وصول مفتوح

CAP: Codebook-Aligned Prediction for Tokenized Robot Policies

Haoran Chen, Jingtian Ji, Samuel Wheeler وآخرون · 2026

Action tokenization converts continuous robot actions into discrete symbols that can be modeled autoregressively. However, existing tokenizer-based policies typically ignore the tokenizer's learned latent code structure: after tokenization, the policy treats tokens as unrelated class indices and learns a new classifier …

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