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Human video demonstrations can transform robot learning, enabling zero-shot generalization to unseen tasks with remarkable success rates.
ReWorld achieves unprecedented control fidelity and video generation quality by elegantly separating short-term control from long-term memory, outperforming existing models in interactive environments.
LingBot-VA 2.0 achieves few-shot generalization in complex robot manipulation tasks, outperforming traditional video generative models.
Semantic visual-action tokenization in RepWAM significantly enhances robotic manipulation performance, outperforming traditional reconstruction-based approaches.