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cs.RO2026

WALA Learning Executable Latent Actions from Action-Labeled Demonstrations and Action-Free Videos

Jiahao Liu, Zhongpu Xia, Shuai Tian +13

WALA is a framework that learns executable latent actions for robot manipulation by pretraining on both action‑labeled demonstrations and unlabeled videos, predicting future change…