Preprint
Sep 2026
UMI-Bridge: Action-Anchored Latent Alignment across Human and Robot Manipulation Data
UMI-Bridge, which uses UMI as an intermediate domain to align representations according to action equivalence rather than pixel similarity, supports action-anchored latent alignment for data-efficient robot learning and UMI-to-robot task transfer.
Hai-Yi Liu, Jin-Ming Ma, Ke Rui et al.
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