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#machine learning Preprint Sep 2026

TEMPO: Learning Temporal Context for Dynamic Robot Manipulation

Vision-language-action (VLA) models have achieved impressive performance in quasi-static manipulation, but struggle in dynamic manipulation tasks because they operate on a single observation at inference time. We identify two representational failures that underlie this limitation. The first is motion ambiguity, where...

Zhen-Yang Feng, Jimin Heo, Erik B. Sudderth et al. · 2 citations · ⚡1

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