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Preprint Oct 2026

UniLAP: A Unified Latent Action Policy for Cross-Embodiment Manipulation

Latent Action Models (LAMs) can capture manipulation priors from action-free videos, but discrete latents usually impose a granularity bottleneck, limiting their ability to represent fine-grained action. Recent continuous alternatives mitigate this, but they are typically used as proxies for world modeling and require...

Lei Yao, Qiao Feng, Mu-Tian Tong et al. · 0 citations

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