Shangning Xia

Cage: Causal Attention Enables Data-Efficient Generalizable Robotic Manipulation

2025

Generalization in robotic manipulation remains a critical challenge, particularly when scaling to new environments with limited demonstrations. This paper introduces CAGE, a novel robotic manipulation policy designed to overcome these generalization barriers by integrating the …